{"id":"W4408818599","doi":"10.63485/hxgx8-ftp77","title":"Background on the Canadian Library Association's OA policy","year":2007,"lang":"en","type":"preprint","venue":"","topic":"Historical and Literary Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Association (psychology); Political science; Medicine; Psychology; Psychotherapist","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["open_science"],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":true,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"},{"model":"gpt","categories":["insufficient_payload"],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":true,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008077517,0.000180141,0.0002138273,0.0002079446,0.001900655,0.0003879161,0.0006078328,0.0004397894,0.003909263],"category_scores_gemma":[0.0005049763,0.0001230285,0.0001545476,0.0004619399,0.0001477559,0.0001283081,0.0002369041,0.0006889926,0.001012152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003542651,"about_ca_system_score_gemma":0.002555037,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8461668,"about_ca_topic_score_gemma":0.898213,"domain_scores_codex":[0.9980109,0.0002807613,0.000222171,0.0002970018,0.0006114944,0.0005776647],"domain_scores_gemma":[0.9984785,0.0007091615,0.000122905,0.000275148,0.00007557137,0.0003387222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001848234,0.00001621387,0.003063557,0.000004290346,0.00004889748,0.000002273189,0.01585304,0.000001411227,6.00766e-8,0.4521503,0.5280687,0.0007894126],"study_design_scores_gemma":[0.00002327722,0.000005573766,0.00353703,0.00001318003,0.000007406971,3.650999e-8,0.0006409723,4.440511e-7,4.143317e-7,0.01293886,0.9826674,0.0001653571],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003471996,0.0001852626,0.000004295225,0.1559687,0.001035785,0.0002245973,0.00005862164,0.0001069093,0.8389438],"genre_scores_gemma":[0.1030272,0.0002486353,0.0001792629,0.02389503,0.004276909,0.00002711735,0.00004304435,0.00001900939,0.8682837],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4545988,"threshold_uncertainty_score":0.9997657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06665027434287953,"score_gpt":0.3176767216531876,"score_spread":0.251026447310308,"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."}}