{"id":"W4379518200","doi":"10.21428/594757db.b75a857c","title":"Better Bridges Between Model and RealWorld","year":2023,"lang":"en","type":"article","venue":"","topic":"Simulation Techniques and Applications","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mila - Quebec Artificial Intelligence Institute; McGill University","funders":"Institut de Valorisation des Données","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01645619,0.002132954,0.002198147,0.003330535,0.001123851,0.01244794,0.003654976,0.004392929,0.01351401],"category_scores_gemma":[0.08804245,0.001868974,0.001945463,0.002127004,0.004817967,0.0343116,0.009934444,0.009883466,0.002036548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004011436,"about_ca_system_score_gemma":0.004151382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004559008,"about_ca_topic_score_gemma":0.004449809,"domain_scores_codex":[0.9861239,0.008980557,0.0007322552,0.001692938,0.002029003,0.0004413485],"domain_scores_gemma":[0.9237607,0.05517114,0.003594955,0.01354153,0.003016457,0.0009152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009286071,0.0003141427,0.002942285,0.0004224751,0.0002638633,0.0001818357,0.0009078796,0.3575089,0.0007220335,0.6092767,0.003141216,0.0242258],"study_design_scores_gemma":[0.00002674412,0.00005791198,0.0004201526,0.0002154808,0.000036014,0.00003459864,0.000380188,0.4248451,0.0003359729,0.5660381,0.007556529,0.00005319662],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02748004,0.001451703,0.9247494,0.02303979,0.0003114906,0.0001800038,0.000565821,0.0008552088,0.02136654],"genre_scores_gemma":[0.5765578,0.003343613,0.4084722,0.002920654,0.0004716359,0.0009522864,0.001901021,0.0009225776,0.004458206],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01645619,"threshold_uncertainty_score":0.08702976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2914717786582743,"score_gpt":0.4689133099141607,"score_spread":0.1774415312558865,"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."}}