{"id":"W4391150357","doi":"10.7202/1108605ar","title":"Perspectives diverses sur la recherche qualitative","year":2023,"lang":"fr","type":"article","venue":"Recherches qualitatives","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Trois-Rivières; Université du Québec à Rimouski","funders":"","keywords":"Sociology","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":"empirical","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":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1197617,0.0004295066,0.0006040614,0.0003317914,0.0005820672,0.0001398122,0.0006042243,0.001271752,0.0004201942],"category_scores_gemma":[0.1920776,0.0004559265,0.0003728607,0.002937135,0.006274761,0.001180784,0.00009311322,0.001510915,0.001351429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001503289,"about_ca_system_score_gemma":0.002091658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001713526,"about_ca_topic_score_gemma":0.0001335949,"domain_scores_codex":[0.8515806,0.1452981,0.0007392663,0.0007886126,0.0006962462,0.0008971371],"domain_scores_gemma":[0.6811778,0.3169752,0.0004085738,0.0002509687,0.0009378648,0.0002496302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000118757,0.0001762632,0.00007702787,0.00007399359,0.0002257955,0.000002938442,0.6064719,0.000005454177,0.00004540499,0.367723,0.01769201,0.007494345],"study_design_scores_gemma":[0.0002648052,0.0001076045,0.0009453015,0.0001727359,0.00005965375,0.000001270441,0.6455207,0.00001550275,0.0000168627,0.2149758,0.1375597,0.0003600768],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.1949017,0.04939629,0.003408918,0.4717039,0.007510577,0.001001048,0.000286823,0.001022269,0.2707684],"genre_scores_gemma":[0.1367812,0.0665331,0.1808061,0.000974096,0.008368795,0.0002739876,0.000150453,0.0001816484,0.6059306],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4707299,"threshold_uncertainty_score":0.9997892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9398860704551838,"score_gpt":0.6939231513465136,"score_spread":0.2459629191086702,"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."}}