{"id":"W4301958563","doi":"","title":"Too Important To Be Left to Amateurs","year":2010,"lang":"fr","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Nursing Education, Practice, and Leadership","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Architectural engineering; Engineering","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":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"grok","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"opus","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0233192,0.001167645,0.001304848,0.001783225,0.02135631,0.01742201,0.003491959,0.01068911,0.02929293],"category_scores_gemma":[0.1090921,0.000743749,0.001056471,0.001796319,0.01953965,0.0150623,0.01282177,0.01955173,0.02351351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006421385,"about_ca_system_score_gemma":0.005799436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003576681,"about_ca_topic_score_gemma":0.005170299,"domain_scores_codex":[0.9416804,0.03380375,0.001559561,0.005569404,0.01358171,0.003805064],"domain_scores_gemma":[0.9374056,0.0242811,0.005289622,0.007488298,0.01662576,0.008909548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002185332,0.00007086746,0.001290866,0.0004038848,0.0000386734,0.0005194502,0.0757545,0.0001096573,0.00156762,0.2193274,0.6415154,0.05918322],"study_design_scores_gemma":[0.00000954022,0.00002017907,0.0002921573,0.0001977254,0.000006232487,0.0002436317,0.01497785,0.00007858817,0.0002186332,0.02204798,0.9618822,0.00002537959],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0123656,0.008013469,0.015821,0.7246419,0.0601139,0.000168411,0.0001498633,0.0008355674,0.1778902],"genre_scores_gemma":[0.2189715,0.004305718,0.006566575,0.2962373,0.03118756,0.0006564005,0.0002479275,0.001553213,0.4402738],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02929293,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2490817119505552,"score_gpt":0.5613973892011407,"score_spread":0.3123156772505855,"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."}}