{"id":"W4417514975","doi":"10.62212/snahp.237","title":"La logique du productivisme académique et ses multiples impacts sur la science et la formation en santé","year":2025,"lang":"fr","type":"article","venue":"Science of Nursing and Health Practices","topic":"Healthcare Systems and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Set (abstract data type); Perspective (graphical); Work (physics); Government (linguistics)","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","sts"],"category_scores_codex":[0.1140777,0.0003452716,0.0006647919,0.0009205959,0.002906435,0.0005593887,0.0006357732,0.0005596402,0.0000180742],"category_scores_gemma":[0.04176804,0.0003034027,0.00005350645,0.002311873,0.003968058,0.01295773,0.0002377545,0.002673146,0.00001024781],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008408861,"about_ca_system_score_gemma":0.02935486,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009628996,"about_ca_topic_score_gemma":0.001206053,"domain_scores_codex":[0.9750795,0.02018731,0.001363148,0.000976852,0.00101897,0.001374171],"domain_scores_gemma":[0.9732835,0.02059306,0.003777774,0.000558696,0.001137939,0.0006489993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002907885,0.001165834,0.009132373,0.01516246,0.00002757275,0.00001540229,0.2242248,0.00006884981,0.003873077,0.258653,0.01300485,0.4743809],"study_design_scores_gemma":[0.0017041,0.001325633,0.3252273,0.05191782,0.0001109801,0.0006842015,0.1377716,0.004746945,0.001186028,0.0106497,0.4639024,0.0007732445],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2689438,0.01254185,0.001212356,0.6645194,0.002914164,0.001814692,0.00004538865,0.000107346,0.0479009],"genre_scores_gemma":[0.965255,0.02499958,0.006144536,0.002574003,0.0002517873,0.00004208571,0.000003561284,0.00002149633,0.0007079018],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6963112,"threshold_uncertainty_score":0.9999418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1874958588499205,"score_gpt":0.5849729619776786,"score_spread":0.397477103127758,"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."}}