{"id":"W7092115261","doi":"","title":"Savoir-faire manuels, spécialisation professionnelle et PCI","year":2025,"lang":"fr","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Health, Medicine and Society","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Heritage","funders":"","keywords":"Conventional PCI; Context (archaeology); Certification; Data collection","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004821504,0.0004539551,0.0005970684,0.001843441,0.003036653,0.007504445,0.0009417242,0.003147948,0.09538493],"category_scores_gemma":[0.02503293,0.000219535,0.0006266706,0.002419654,0.00247234,0.003585916,0.002760396,0.005300899,0.007388176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005151301,"about_ca_system_score_gemma":0.0118944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03621757,"about_ca_topic_score_gemma":0.02431076,"domain_scores_codex":[0.9959241,0.001108704,0.000180946,0.000428766,0.001187146,0.001170334],"domain_scores_gemma":[0.9918323,0.002015688,0.0007778515,0.0002666626,0.001660297,0.003447274],"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":[0.0004631174,0.0005619567,0.03304135,0.0007857839,0.00005962565,0.001704318,0.008022608,0.0003427337,0.0009885149,0.216591,0.3253802,0.4120588],"study_design_scores_gemma":[0.00007754895,0.0002821374,0.06089057,0.0009566575,0.00002373121,0.003360325,0.007752215,0.0002741379,0.0002760057,0.01561295,0.9104465,0.00004732224],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0803339,0.0579087,0.00569415,0.3816004,0.02405044,0.0002033344,0.00160779,0.0004669652,0.4481343],"genre_scores_gemma":[0.5124543,0.0406713,0.002541223,0.02420874,0.02830482,0.0002871184,0.001240279,0.0003755104,0.3899168],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09538493,"threshold_uncertainty_score":0.3190944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04167248806608368,"score_gpt":0.3451657794601262,"score_spread":0.3034932913940425,"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."}}