{"id":"W2310461224","doi":"","title":"La fin de l’utilisation abusive commence par les médecins: Choisir avec soin","year":2016,"lang":"fr","type":"article","venue":"PubMed Central","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Centre de Santé et de Services Sociaux de la Montagne; The Society of Obstetricians and Gynaecologists of Canada; North York General Hospital","funders":"","keywords":"Humanities; Medicine; Psychology; Political science; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0113015,0.0004672848,0.0005735619,0.0001514194,0.001020837,0.00008319008,0.0006036702,0.00121775,0.001885901],"category_scores_gemma":[0.01500454,0.0003975484,0.0001713896,0.0003646173,0.0007443958,0.00126038,0.0002514676,0.002008438,0.0008442138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003597088,"about_ca_system_score_gemma":0.002985928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005731863,"about_ca_topic_score_gemma":0.01086087,"domain_scores_codex":[0.9774174,0.01481759,0.001339465,0.0007799269,0.0006760523,0.004969542],"domain_scores_gemma":[0.9860911,0.009862202,0.0009173752,0.0008156863,0.0003044437,0.002009159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001689354,0.0003806075,0.4792319,0.0007671519,0.0000660778,0.00006241843,0.02077252,0.000003073551,0.00008330377,0.009691539,0.02328751,0.465485],"study_design_scores_gemma":[0.001306515,0.00004376624,0.6269454,0.0008199156,0.00005915488,0.00001989827,0.002187136,0.0000472693,0.0002580904,0.001919455,0.3660844,0.0003090483],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7255229,0.003300123,0.002663917,0.2576579,0.006369688,0.001902738,0.0003133132,0.0001667662,0.002102638],"genre_scores_gemma":[0.9731773,0.006010831,0.0009230755,0.009562748,0.003889366,0.0006970714,0.00003772776,0.00009144314,0.005610439],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.465176,"threshold_uncertainty_score":0.9999337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3579463830073197,"score_gpt":0.4462182025688919,"score_spread":0.0882718195615722,"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."}}