{"id":"W2007795708","doi":"10.1371/journal.pone.0080233","title":"Knowledge Transfer on Complex Social Interventions in Public Health: A Scoping Study","year":2013,"lang":"en","type":"review","venue":"PLoS ONE","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; Centre de Liaison Sur l'Intervention et la Prévention Psychosociales; Université Laval; Centre Hospitalier de l’Université de Montréal; Université de Montréal","funders":"Canadian Institutes of Health Research","keywords":"Psychological intervention; Public health; Knowledge transfer; Field (mathematics); Knowledge management; Exploratory research; Data science; Conceptual framework; Computer science; Management science; Psychology; Medicine; Sociology; Social science; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"grok","categories":["metaresearch","metaepi_broad"],"domain":"methods","study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"opus","categories":["metaresearch","metaepi_broad"],"domain":"methods","study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.06606125,0.001638567,0.006061447,0.01859354,0.002283935,0.006773593,0.002405744,0.003777437,0.003706749],"category_scores_gemma":[0.1545517,0.001135505,0.004487318,0.020642,0.003060277,0.007274714,0.004774996,0.002149246,0.0004114653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009101682,"about_ca_system_score_gemma":0.03618647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007291235,"about_ca_topic_score_gemma":0.01081214,"domain_scores_codex":[0.9558957,0.02614915,0.008000967,0.001571337,0.007481075,0.000901829],"domain_scores_gemma":[0.8455334,0.1340765,0.007963097,0.002638039,0.009225944,0.00056298],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002028962,0.0002350953,0.001227478,0.4774241,0.002563812,0.0002019902,0.004472814,0.0005561258,0.0002830256,0.006456213,0.001964376,0.5044119],"study_design_scores_gemma":[0.000107884,0.0003294641,0.003139271,0.9526032,0.006658509,0.0002674185,0.003640209,0.0003223247,0.0005082582,0.003277918,0.02910666,0.00003909907],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003132521,0.9885385,0.001494887,0.001346886,0.0002273828,0.001713991,0.00008095792,0.00001011564,0.003454824],"genre_scores_gemma":[0.03435456,0.9571673,0.003759567,0.0006173977,0.0001445905,0.003521243,0.0001137304,0.000007182766,0.0003143552],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9339387,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9795260618445067,"score_gpt":0.7529023926355171,"score_spread":0.2266236692089897,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}