{"id":"W1996256561","doi":"10.7202/1020827ar","title":"Quantitative Methods in Participatory Research","year":2013,"lang":"en","type":"article","venue":"Nouvelles pratiques sociales","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"General partnership; Feeling; Participatory action research; Denial; Qualitative research; Reputation; Citizen journalism; Harm; Engineering ethics; Public relations; Sociology; Management science; Psychology; Political science; Social psychology; Engineering; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01444872,0.0001307816,0.0002951843,0.0003378288,0.001151816,0.00003111064,0.0003056436,0.0002341646,0.002660807],"category_scores_gemma":[0.008775953,0.0001184847,0.00003474647,0.0009187128,0.0005788201,0.0004367116,0.0001797775,0.001024733,0.002243541],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006749931,"about_ca_system_score_gemma":0.009225965,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00880559,"about_ca_topic_score_gemma":0.0115962,"domain_scores_codex":[0.9813021,0.01573304,0.0009948089,0.0003364856,0.000500648,0.001132863],"domain_scores_gemma":[0.9839814,0.01452127,0.0002509975,0.000261185,0.0007515784,0.0002336199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002006981,0.00007138513,0.05163018,0.0001976754,0.00001154953,0.000002320726,0.5045928,0.000001443163,0.005829617,0.362057,0.0716898,0.003896186],"study_design_scores_gemma":[0.0009446425,0.0003057633,0.2742028,0.0002105025,0.000004735639,3.020099e-7,0.5831241,0.0006388986,0.001462105,0.05360586,0.08512361,0.0003766887],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9436143,0.00009318803,0.002365207,0.03053948,0.0002970042,0.002316809,0.00001502837,0.0001155337,0.02064344],"genre_scores_gemma":[0.8692974,0.0001083122,0.1172539,0.008532182,0.0002206235,0.002820594,0.000004428828,0.00003133937,0.001731263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3084511,"threshold_uncertainty_score":0.9995735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9425865707261576,"score_gpt":0.8082657078754885,"score_spread":0.1343208628506691,"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."}}