{"id":"W4285230482","doi":"10.7202/1088802ar","title":"Enjeux et épreuves d’une recherche collaborative à visée transformatrice et émancipatrice : l’exemple d’une thèse « embarquée » en santé mentale","year":2022,"lang":"fr","type":"article","venue":"Recherches qualitatives","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Philosophy; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.07847407,0.0006103861,0.0008480936,0.0003263717,0.001551224,0.0001623773,0.001018631,0.0007536987,0.0007628874],"category_scores_gemma":[0.01560398,0.0006781826,0.0003714459,0.005997651,0.00185717,0.001692555,0.0001666458,0.002750496,0.0001089246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003326517,"about_ca_system_score_gemma":0.005089351,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009540658,"about_ca_topic_score_gemma":0.001495794,"domain_scores_codex":[0.8849892,0.1107792,0.00123906,0.0008798377,0.001133785,0.0009789519],"domain_scores_gemma":[0.9150519,0.08277147,0.0007696159,0.0003729691,0.0007209193,0.0003131746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007653562,0.0007089736,0.0001068447,0.0001462689,0.00029326,0.000003570426,0.7733057,0.0001898912,0.0003051838,0.2101465,0.006350643,0.00836661],"study_design_scores_gemma":[0.0007574525,0.0005342762,0.002193896,0.00007833612,0.0001450338,0.000008232572,0.7365656,0.00004108146,0.0001004691,0.07336114,0.1856027,0.0006117388],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2947508,0.05033981,0.005901674,0.4941941,0.004681682,0.002131176,0.001343338,0.0003468046,0.1463106],"genre_scores_gemma":[0.8042431,0.03328406,0.1121231,0.007266169,0.002409405,0.00119426,0.0005453498,0.0001781786,0.03875634],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5094923,"threshold_uncertainty_score":0.9997486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5966672872870327,"score_gpt":0.5882679026647222,"score_spread":0.00839938462231049,"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."}}