{"id":"W7028151853","doi":"","title":"Devenir médecin généraliste : Et le bonheur, dans tout cela?","year":2007,"lang":"fr","type":"article","venue":"DIAL (Catholic University of Leuven)","topic":"Infant Health and Development","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Context (archaeology); Research methodology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002854726,0.0003872076,0.0006891727,0.0003574175,0.001302249,0.00001513748,0.0005870929,0.000837334,0.0006212619],"category_scores_gemma":[0.0002531958,0.0005036951,0.0002648204,0.0005398795,0.0004877372,0.0003469317,0.0004830204,0.001251646,0.0008628193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008383875,"about_ca_system_score_gemma":0.00413758,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02216036,"about_ca_topic_score_gemma":0.01467166,"domain_scores_codex":[0.9956874,0.0009152024,0.0008254345,0.0005797815,0.0005345508,0.001457639],"domain_scores_gemma":[0.9969448,0.0006889022,0.0006045492,0.0006067479,0.0003492945,0.000805656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003613215,0.002434156,0.05598815,0.003658213,0.0003189194,0.002203858,0.5250527,0.0001111623,0.002168483,0.1025038,0.08816661,0.2137807],"study_design_scores_gemma":[0.002865679,0.0001717787,0.1084275,0.0004553811,0.00006182404,0.00002583307,0.01377208,0.00002988446,0.0001642716,0.0002472846,0.8733212,0.0004573187],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8896534,0.0008505952,0.004350446,0.01863243,0.003353451,0.0009548086,0.000319803,0.0001069175,0.08177813],"genre_scores_gemma":[0.915393,0.0008835309,0.01176348,0.003647218,0.0005519575,0.000001377465,0.0001859511,0.00006417997,0.06750932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7851545,"threshold_uncertainty_score":0.9999979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03633978781738555,"score_gpt":0.3269626013569312,"score_spread":0.2906228135395457,"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."}}