{"id":"W4313893303","doi":"10.20933/100001253","title":"IKT for Research Stage 6: Data Analysis","year":2022,"lang":"en","type":"report","venue":"","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Simon Fraser University; University of Dundee","keywords":"General partnership; Knowledge translation; Stakeholder; Stakeholder engagement; Knowledge transfer; Public relations; Best practice; Medical education; Dialog box; Knowledge management; Translational research; Political science; Engineering; Business; Sociology; Medicine; Computer science; World Wide Web","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":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09883209,0.002290504,0.005261261,0.008904589,0.003930916,0.009806329,0.004770787,0.00298234,0.2259999],"category_scores_gemma":[0.25363,0.003032028,0.005102471,0.01143652,0.003595907,0.004760133,0.006770604,0.006721381,0.09967472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00433206,"about_ca_system_score_gemma":0.0402881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008263098,"about_ca_topic_score_gemma":0.009090413,"domain_scores_codex":[0.9261795,0.03277658,0.01131495,0.009869331,0.01492407,0.00493547],"domain_scores_gemma":[0.8208317,0.08841065,0.0068776,0.03096396,0.048664,0.004252138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005982796,0.0009008505,0.004255071,0.03290245,0.0004778319,0.0009206451,0.03733908,0.001554384,0.008077926,0.05629487,0.4522098,0.3990844],"study_design_scores_gemma":[0.001757333,0.0009443785,0.009507317,0.01329734,0.0002932379,0.0002337763,0.01108517,0.002897437,0.00568651,0.04564193,0.9083232,0.0003322625],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"other","genre_scores_codex":[0.0129247,0.00171517,0.3115275,0.009230644,0.006636728,0.3467363,0.2165227,0.01591008,0.07879633],"genre_scores_gemma":[0.01454639,0.0005169078,0.3683893,0.002116508,0.000356723,0.5637266,0.02203428,0.005224911,0.0230884],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2259999,"threshold_uncertainty_score":0.756045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9622795146493897,"score_gpt":0.7406755313452209,"score_spread":0.2216039833041688,"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."}}