{"id":"W6976887933","doi":"10.60662/w56q-3t94","title":"Aperçu des méthodes de prédiction de pannes","year":2023,"lang":"fr","type":"article","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Tattoo and Body Piercing Complications","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure; Polytechnique Montréal","funders":"","keywords":"Government (linguistics); Context (archaeology); Work (physics); Identification (biology)","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":[0.004907797,0.003419847,0.002559504,0.002676703,0.001558963,0.003467768,0.002427122,0.004227734,0.006546676],"category_scores_gemma":[0.02141736,0.001696515,0.003257264,0.001902938,0.001053654,0.002150278,0.001345537,0.005227889,0.003827564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001518196,"about_ca_system_score_gemma":0.002535342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04400765,"about_ca_topic_score_gemma":0.02661582,"domain_scores_codex":[0.9957742,0.001431066,0.0002562302,0.001353004,0.0009103583,0.000275133],"domain_scores_gemma":[0.9796742,0.01597841,0.0003542417,0.00141542,0.002283965,0.0002937605],"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":[0.0008630955,0.0003199737,0.006737291,0.0002774201,0.0005242853,0.0002135354,0.0001564065,0.3449461,0.004586511,0.00779009,0.005756904,0.6278284],"study_design_scores_gemma":[0.00004367589,0.00003054394,0.0009911847,0.00002719626,0.00003533708,0.00005219325,0.0000205915,0.9938811,0.001877226,0.001616733,0.001408041,0.00001614789],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01586069,0.0005363548,0.9788377,0.0001803344,0.000222266,0.00009653399,0.0003807285,0.003092229,0.0007931318],"genre_scores_gemma":[0.1854816,0.0007754348,0.7967397,0.0002903263,0.0003497127,0.0006988198,0.002225896,0.001277451,0.01216097],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04400765,"threshold_uncertainty_score":0.08750302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0439205298017716,"score_gpt":0.3135076979377143,"score_spread":0.2695871681359427,"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."}}