{"id":"W4390895687","doi":"","title":"Oser les défis des méthodes mixtes en sciences sociales et sciences de la santé","year":2018,"lang":"fr","type":"book","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Healthcare Systems and Practices","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Philosophy; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"methods","study_design":"theoretical_or_conceptual","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"methods","study_design":"theoretical_or_conceptual","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.5812432,0.004720288,0.00637818,0.01313679,0.005004217,0.0245418,0.009724159,0.01176228,0.007726532],"category_scores_gemma":[0.7776476,0.005556271,0.007096519,0.01155414,0.01542125,0.02367063,0.01971655,0.01827607,0.004167188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01468228,"about_ca_system_score_gemma":0.0267566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008277263,"about_ca_topic_score_gemma":0.006533896,"domain_scores_codex":[0.266332,0.5177517,0.08336636,0.01895809,0.1114215,0.002170426],"domain_scores_gemma":[0.1019346,0.7831245,0.01621797,0.04432034,0.0528683,0.001534298],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001021006,0.0002833417,0.009665384,0.01914503,0.002354014,0.0001667215,0.01467266,0.003709541,0.001147335,0.475247,0.03422664,0.4383613],"study_design_scores_gemma":[0.0009351906,0.0006288517,0.0101895,0.0373572,0.001430484,0.001004634,0.004246705,0.02775125,0.007222927,0.6559201,0.2527241,0.0005891638],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00340551,0.02254752,0.9269091,0.0223621,0.004396798,0.004969329,0.001616726,0.001083091,0.01270978],"genre_scores_gemma":[0.02532473,0.004301867,0.9404771,0.004535594,0.0009461512,0.0181053,0.0009088077,0.0005683071,0.004832122],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4187568,"threshold_uncertainty_score":0.5164018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1461876270364618,"score_gpt":0.4766206866494227,"score_spread":0.3304330596129609,"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."}}