{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003041523,0.00005954512,0.0001850436,0.0001362941,0.00004723671,0.000006742496,0.0002608472,0.00006964841,0.01222523],"category_scores_gemma":[0.0001821311,0.00005378022,0.00006558767,0.0001404984,0.00008315075,0.0001671806,0.0001345693,0.0001005319,0.002076496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005903807,"about_ca_system_score_gemma":0.00001201236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005136672,"about_ca_topic_score_gemma":0.0001119717,"domain_scores_codex":[0.9993905,0.000007222998,0.0001734859,0.0002137422,0.00003542322,0.0001796633],"domain_scores_gemma":[0.9995556,0.0001007883,0.0001184073,0.0001407865,0.00002354184,0.0000608418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003383616,0.00006889825,0.1168266,0.000009759601,0.00006657942,0.000002596619,0.0002809659,0.000009862632,0.0008009615,0.8658694,0.002683672,0.01334682],"study_design_scores_gemma":[0.001641207,0.00004542959,0.007889552,0.00001228657,0.000002310462,0.000001399165,0.0001012338,0.001896854,0.0004100661,0.004479501,0.983351,0.0001691537],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03445972,0.0002192513,0.05073665,0.002436175,0.0001882729,0.0001387376,0.0001391074,0.00003680638,0.9116453],"genre_scores_gemma":[0.6760445,0.000827361,0.003121773,0.00004110964,0.00006719129,3.059602e-7,0.000004678765,0.00001546325,0.3198776],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9806674,"threshold_uncertainty_score":0.9987005,"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."}}