{"id":"W7082093209","doi":"","title":"Formation des médecins généralistes à la dermoscopie : revue systématique de la littérature","year":2025,"lang":"en","type":"dissertation","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Observational study; Cochrane Library; Systematic review; Clinical Practice; General practice; Randomized controlled trial; MEDLINE","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01970505,0.001187997,0.002686179,0.01134937,0.001174542,0.005741812,0.001870684,0.003781534,0.009890136],"category_scores_gemma":[0.03437533,0.0007970937,0.002049369,0.01080285,0.001990407,0.005364367,0.002457003,0.003242696,0.002508354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00690615,"about_ca_system_score_gemma":0.01705282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01299538,"about_ca_topic_score_gemma":0.01021901,"domain_scores_codex":[0.9903285,0.003793897,0.001983399,0.001071062,0.002356226,0.0004670662],"domain_scores_gemma":[0.9547808,0.02817027,0.005138776,0.000979987,0.009714121,0.001216149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001972501,0.0001504018,0.005031314,0.05689421,0.0003140966,0.0004519813,0.001387955,0.0006227386,0.0004299813,0.01051906,0.04815026,0.8758508],"study_design_scores_gemma":[0.00009453495,0.00033759,0.01937314,0.1172694,0.0005563418,0.002980793,0.001485309,0.0005649655,0.0004298043,0.003152079,0.8536428,0.000113261],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009493414,0.9872136,0.000678007,0.007652564,0.001841461,0.0000333213,0.000124837,0.00002740969,0.001479436],"genre_scores_gemma":[0.01292095,0.97822,0.002577122,0.002132391,0.002535894,0.0001580896,0.0003722444,0.00002434601,0.001058887],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01970505,"threshold_uncertainty_score":0.1042116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009068064527972559,"score_gpt":0.226232518105697,"score_spread":0.2171644535777245,"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."}}