{"id":"W4386399195","doi":"10.2307/jj.6445824.13","title":"An Overview of the BALSAC Population Database.","year":2023,"lang":"en","type":"book-chapter","venue":"Radboud University Press eBooks","topic":"Data Quality and Management","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"Université de Montréal; Université du Québec à Chicoutimi; McGill University; Université Laval","keywords":"Database; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003784456,0.0008571334,0.0009609968,0.01541647,0.001729974,0.004275061,0.002416364,0.0009284605,0.03306072],"category_scores_gemma":[0.01247723,0.000500389,0.0005123204,0.02897073,0.0005334798,0.00269153,0.001916442,0.001341217,0.01957123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01160525,"about_ca_system_score_gemma":0.02471976,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7349519,"about_ca_topic_score_gemma":0.7327468,"domain_scores_codex":[0.9972561,0.0003758199,0.0003407502,0.000449855,0.001326679,0.0002508541],"domain_scores_gemma":[0.9879353,0.001486704,0.0007272842,0.001436488,0.007334045,0.00108024],"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":[0.0001204517,0.00003538863,0.009816059,0.0009576885,0.00007102613,0.0001079847,0.0002344747,0.0009812262,0.0004815427,0.007096168,0.8024451,0.177653],"study_design_scores_gemma":[0.00001137179,0.000006363178,0.009002702,0.0002945646,0.00001554752,0.0001046122,0.00007978128,0.000647552,0.0001931546,0.0006901229,0.9889233,0.00003090346],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.003864812,0.01571557,0.01529924,0.003158392,0.0004189317,0.0006033177,0.9076709,0.00814956,0.04511926],"genre_scores_gemma":[0.01843964,0.01089903,0.03810984,0.001167954,0.0002462398,0.0006243006,0.9093316,0.0012391,0.01994242],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.7349519,"threshold_uncertainty_score":0.533218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4115540489772465,"score_gpt":0.39047241864154,"score_spread":0.02108163033570654,"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."}}