{"id":"W7067677594","doi":"","title":"New Foundations of Machine Learning for Combinatorial Optimization","year":2021,"lang":"fr","type":"other","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Institut de Valorisation des Données; Canada Excellence Research Chairs, Government of Canada","keywords":"Applications of artificial intelligence; Economic shortage; Coin flipping","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.003004856,0.001762317,0.001953515,0.002340617,0.0009731575,0.004222658,0.002082637,0.002074263,0.01059154],"category_scores_gemma":[0.01518051,0.0007721312,0.001393599,0.003051585,0.003386687,0.004223181,0.00261541,0.007742957,0.002634117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002749915,"about_ca_system_score_gemma":0.001742973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004315048,"about_ca_topic_score_gemma":0.004012456,"domain_scores_codex":[0.997843,0.001123723,0.0000873169,0.0002820054,0.0005697191,0.00009430139],"domain_scores_gemma":[0.9902177,0.008091881,0.0002197514,0.0006289426,0.0006451163,0.0001965545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002769154,0.00004822559,0.0002535963,0.000215574,0.00005092515,0.00003722159,0.00004686401,0.02631269,0.0001679539,0.9010612,0.01360282,0.05817514],"study_design_scores_gemma":[0.00001220148,0.00001004285,0.0000977351,0.00006602476,0.000008413597,0.00001504718,0.000009438611,0.1257852,0.00009409685,0.8608248,0.01306567,0.00001123673],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003043593,0.01758004,0.9214692,0.008025757,0.00108438,0.00003961065,0.0003573322,0.000374988,0.04802503],"genre_scores_gemma":[0.2010463,0.03161143,0.7182634,0.003342574,0.009054341,0.0004996274,0.001083783,0.0007840791,0.0343144],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01059154,"threshold_uncertainty_score":0.03543222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01298165412492086,"score_gpt":0.2563640558389598,"score_spread":0.2433824017140389,"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."}}