{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003623134,0.00003581143,0.00004897971,0.000004707902,0.0001414183,0.00001826479,0.0001325248,0.00002265232,0.0004065403],"category_scores_gemma":[0.0001671275,0.00003715452,0.00001636075,0.0001288633,0.00003901874,0.00003083203,0.000006373377,0.00005631705,0.0001198496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001272926,"about_ca_system_score_gemma":0.001010129,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9880993,"about_ca_topic_score_gemma":0.9982674,"domain_scores_codex":[0.9994795,0.00002031799,0.00004429834,0.00008731402,0.0001973083,0.0001712982],"domain_scores_gemma":[0.9996448,0.00003554175,0.00001962426,0.00005733892,0.00001095618,0.0002317256],"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":[0.000002653722,0.000001535058,0.0002201414,0.000001317905,0.000001864548,0.00001963843,0.001710337,0.000003636676,0.000003758733,0.07050711,0.9259943,0.001533675],"study_design_scores_gemma":[0.00004429067,0.000007262087,0.001761932,0.000002907476,0.000001012612,1.184088e-7,0.0001124612,0.000005481841,0.00007293631,0.0002038783,0.9977356,0.00005217171],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03607841,0.00008835473,0.000003162489,0.632668,0.000313639,0.00007285357,0.0001233697,0.00003182414,0.3306205],"genre_scores_gemma":[0.9021469,0.00001477272,0.000007901733,0.08534021,0.000727949,0.000001375219,5.541036e-7,0.000003922537,0.01175644],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8660685,"threshold_uncertainty_score":0.4451331,"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."}}