{"id":"W7098364973","doi":"","title":"University of Alberta NOVEL MACHINE LEARNING ALGORITHMS","year":2016,"lang":"en","type":"article","venue":"","topic":"Diverse Specialized Academic Research","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Permission; Association (psychology); Digital library","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00247908,0.001814347,0.001541763,0.002262457,0.001213169,0.005042939,0.002364519,0.002603759,0.0370318],"category_scores_gemma":[0.007483942,0.0006034318,0.001052023,0.002579953,0.001468755,0.001468476,0.002026315,0.00355611,0.01844217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003756772,"about_ca_system_score_gemma":0.005403606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04681162,"about_ca_topic_score_gemma":0.0575539,"domain_scores_codex":[0.9982244,0.0003330287,0.0000642744,0.0004932037,0.0007043282,0.0001806913],"domain_scores_gemma":[0.9978153,0.0006878161,0.0000994768,0.0004099276,0.0008333778,0.0001541566],"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":[0.0002789269,0.0001121139,0.00134426,0.0004434548,0.0001740543,0.0002364871,0.0001042966,0.05377917,0.00180728,0.1733321,0.2130595,0.5553284],"study_design_scores_gemma":[0.00009909741,0.00008832367,0.001836267,0.0003955285,0.0000944854,0.0004307117,0.00009201972,0.4339953,0.003371779,0.1902197,0.3692943,0.00008262513],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01145017,0.0350734,0.5992027,0.01769129,0.007593849,0.0002614165,0.004461186,0.0055107,0.3187552],"genre_scores_gemma":[0.1899771,0.01779616,0.443401,0.002520418,0.002635349,0.0003645369,0.008422158,0.0009789073,0.3339043],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04681162,"threshold_uncertainty_score":0.1238837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04973973851588665,"score_gpt":0.2291957563525187,"score_spread":0.179456017836632,"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."}}