{"id":"W3021125272","doi":"10.1093/itnow/bwaa041","title":"Spotlight on: BCS Canada","year":2020,"lang":"en","type":"article","venue":"ITNOW","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Section (typography); Political science; Geography; Library science; Group (periodic table); Regional science; Archaeology; Business; Computer science; Advertising","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007193712,0.0007010491,0.0008141327,0.001393651,0.006765979,0.007595353,0.001479975,0.003144139,0.8731754],"category_scores_gemma":[0.002598544,0.0004533281,0.000476336,0.00207411,0.001027199,0.00200234,0.002276085,0.002461922,0.646817],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01263659,"about_ca_system_score_gemma":0.03034172,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5610656,"about_ca_topic_score_gemma":0.7718153,"domain_scores_codex":[0.9989691,0.0000413525,0.0000192424,0.0001216122,0.0005527202,0.0002960095],"domain_scores_gemma":[0.996614,0.0001085953,0.00004258281,0.0001489898,0.001944374,0.001141422],"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":[0.000009101846,0.000005893323,0.00004414811,0.00001415501,3.913316e-7,0.00001594974,0.00001211894,0.00001210691,0.00003470278,0.0008357024,0.9913548,0.007660822],"study_design_scores_gemma":[0.000003073415,0.000002508171,0.0002259636,0.00002563634,4.755545e-7,0.000007808881,0.00008413741,0.00001826062,0.00003365822,0.0001845223,0.9994102,0.000003809935],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005015712,0.001248845,0.0002076095,0.01719639,0.007237673,0.0001017527,0.006017488,0.0008705354,0.9666181],"genre_scores_gemma":[0.001008493,0.0002933948,0.00004579694,0.00080891,0.000122287,0.000008507342,0.0005603508,0.0001407439,0.9970115],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9873634,"threshold_uncertainty_score":0.8830387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02183949430430957,"score_gpt":0.2488248658748609,"score_spread":0.2269853715705513,"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."}}