{"id":"W2494122016","doi":"","title":"Skoliad: nº. 131","year":2011,"lang":"en","type":"article","venue":"Crux mathematicorum","topic":"Mathematics and Applications","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"CONTEST; Library science; Humanities; Political science; Computer science; Operations research; Art; Law; Mathematics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006105444,0.0002958383,0.000445771,0.0001191889,0.0001830707,0.00006747302,0.000705956,0.0001245493,0.001635022],"category_scores_gemma":[0.000497296,0.0002486237,0.000185791,0.0002668752,0.0000837378,0.0001792993,0.0002020708,0.0001726024,0.001164093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004227379,"about_ca_system_score_gemma":0.0000553849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005397487,"about_ca_topic_score_gemma":0.000004522348,"domain_scores_codex":[0.9980673,0.00003486476,0.0006432562,0.0003428496,0.0004331384,0.0004786505],"domain_scores_gemma":[0.9977174,0.0002775185,0.0003005677,0.00135356,0.0001677737,0.0001831351],"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":[0.000002132764,0.0004031501,0.00001760755,0.000284422,0.00004020032,0.000006120961,0.003186335,3.286027e-8,0.0002665903,0.925349,0.06992149,0.0005229033],"study_design_scores_gemma":[0.0002480407,0.00003754418,0.00004062622,0.00009837754,0.00006157084,0.00005238509,0.0004457162,0.0006610078,0.004080775,0.9851699,0.008775377,0.0003286284],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.03351868,0.00008555505,0.3557312,0.0006944754,0.0002214539,0.00123749,0.00001841756,0.0009718136,0.6075209],"genre_scores_gemma":[0.4095691,0.00002591213,0.5756866,0.0002888695,0.0001176615,0.000470646,0.000003884828,0.000133733,0.01370361],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5938173,"threshold_uncertainty_score":0.9999966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2234111601824298,"score_gpt":0.3367811407423443,"score_spread":0.1133699805599144,"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."}}