{"id":"W2161077460","doi":"10.20982/tqmp.02.1.p001","title":"An Introduction to Model Selection: Tools and Algorithms","year":2006,"lang":"en","type":"article","venue":"Tutorials in Quantitative Methods for Psychology","topic":"Decision-Making and Behavioral Economics","field":"Decision Sciences","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Computer science; Selection (genetic algorithm); Algorithm; Machine learning","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01594947,0.0001986483,0.0006325989,0.0006687139,0.0001483725,0.0002613392,0.0004096427,0.0001943286,0.00006012736],"category_scores_gemma":[0.006903145,0.0001704353,0.00008467688,0.0007897963,0.0001355503,0.0005436623,0.00004637487,0.0001552559,0.00003413184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000693681,"about_ca_system_score_gemma":0.0000431649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003701581,"about_ca_topic_score_gemma":0.00007878407,"domain_scores_codex":[0.9959109,0.001310811,0.001078563,0.001145612,0.000225455,0.0003286128],"domain_scores_gemma":[0.9945538,0.004113229,0.0002951436,0.0005022755,0.0004413853,0.00009413584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004600082,0.0001905306,0.0004668257,0.000001571802,0.000006039876,8.261642e-7,0.0004219807,0.008005199,0.03400083,0.08940019,0.009252902,0.8577931],"study_design_scores_gemma":[0.0006671009,0.0008974374,0.002434927,0.000003395402,0.00001212629,0.00001386901,0.0001880829,0.0335723,0.001388913,0.8744866,0.08609123,0.0002440623],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2613703,0.00004767547,0.7317003,0.001646113,0.004529171,0.0003939952,0.00003890011,0.00003381607,0.0002397864],"genre_scores_gemma":[0.02401955,0.000005250277,0.973833,0.0002578919,0.001480517,0.000121488,0.00001041709,0.00002239738,0.0002494559],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.857549,"threshold_uncertainty_score":0.8264208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3992051298178201,"score_gpt":0.6268989075808892,"score_spread":0.227693777763069,"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."}}