{"id":"W4310086891","doi":"10.31046/proceedings.2022.3138","title":"Measure TWYCE, Cut Once","year":2022,"lang":"en","type":"article","venue":"ATLA Summary of Proceedings","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Vocational education; Service (business); Service delivery framework; Public relations; Sociology; Measure (data warehouse); Medical education; Business; Computer science; Psychology; Political science; Pedagogy; Marketing; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001954853,0.0002783694,0.00055281,0.002829143,0.001621846,0.002395291,0.0009379006,0.0007346285,0.03122355],"category_scores_gemma":[0.02674171,0.0002679093,0.0005080427,0.002461317,0.001044161,0.002043748,0.001781097,0.001768448,0.004413737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003177372,"about_ca_system_score_gemma":0.002178031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01987614,"about_ca_topic_score_gemma":0.03171908,"domain_scores_codex":[0.9966136,0.0004392093,0.0004681194,0.0003630479,0.001789899,0.0003261536],"domain_scores_gemma":[0.9870144,0.002056747,0.002057594,0.001108073,0.005871614,0.001891601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003809982,0.001125949,0.6445411,0.0005100799,0.0003128096,0.0003132212,0.01577652,0.0004453447,0.001241573,0.01696542,0.1172982,0.2010887],"study_design_scores_gemma":[0.00005435392,0.0003514577,0.8746839,0.0001718821,0.00009454727,0.0002830831,0.01783244,0.000684494,0.0009618975,0.003838173,0.1009797,0.00006410128],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.6918641,0.0008787552,0.007620141,0.003178028,0.0006023806,0.003100412,0.01092743,0.0004490658,0.2813796],"genre_scores_gemma":[0.8774415,0.0004933953,0.010521,0.0009252839,0.00009828657,0.002879225,0.005783778,0.0001868518,0.1016706],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03122355,"threshold_uncertainty_score":0.1044532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01708932553884282,"score_gpt":0.2626341310520711,"score_spread":0.2455448055132283,"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."}}