{"id":"W7139121207","doi":"10.14288/canlit.vi262.197513","title":"Finding Something","year":2022,"lang":"en","type":"article","venue":"Open Collections","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001182481,0.00002553213,0.00003889184,0.00004322798,0.02387828,0.001157946,0.0003232033,0.00001306346,0.02072605],"category_scores_gemma":[0.0003355902,0.00003139513,0.00002000063,0.001205764,0.00003540728,0.0004133011,0.0001049654,0.000175811,0.00001882493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000185214,"about_ca_system_score_gemma":0.0006616569,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05359424,"about_ca_topic_score_gemma":0.008328972,"domain_scores_codex":[0.9991419,0.0003841387,0.00006060001,0.00009719202,0.0001968139,0.0001193492],"domain_scores_gemma":[0.9993063,0.000517864,0.00004463157,0.00006088936,0.00002759753,0.00004269873],"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":[0.000008595731,0.0000992513,0.0002596559,9.386349e-7,0.0000170446,9.461554e-7,0.03812479,0.0001365469,0.00001187437,0.04369709,0.9169358,0.0007074529],"study_design_scores_gemma":[0.00004542664,0.00001175615,0.00005738525,8.630147e-7,0.000005051021,0.000001481672,0.109542,0.000005906173,0.000003810735,0.007529319,0.8827544,0.0000425907],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005803342,0.00003106182,0.00002983369,0.01862288,0.0008784578,0.000184625,0.000006691278,0.00002366997,0.9796425],"genre_scores_gemma":[0.1434923,0.000009833077,0.0008011257,0.0007298213,0.0001742871,0.0001982537,0.000003572738,0.000004124846,0.8545867],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.142912,"threshold_uncertainty_score":0.9998789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1736421767932429,"score_gpt":0.4354612787977716,"score_spread":0.2618191020045286,"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."}}