{"id":"W7064929859","doi":"","title":"Collation Model for Ms. Codex 20: [Summa dictaminis] ...[etc.]; [manuscript].","year":2022,"lang":"en","type":"article","venue":"Scholarly Commons (University of Pennsylvania)","topic":"Power Transformer Diagnostics and Insulation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Collation; Table (database); Front (military); Attribution; Quarter (Canadian coin); Period (music)","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":[0.003332259,0.001933318,0.001308289,0.00361235,0.002577139,0.006511613,0.003762978,0.002989821,0.8141857],"category_scores_gemma":[0.02030172,0.001295149,0.001386144,0.004454844,0.0008685755,0.007136461,0.005607194,0.002771858,0.7390373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003108679,"about_ca_system_score_gemma":0.003465506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01315115,"about_ca_topic_score_gemma":0.01202764,"domain_scores_codex":[0.9972399,0.0005700171,0.0002359374,0.0004244059,0.001214981,0.0003146391],"domain_scores_gemma":[0.9888918,0.002376905,0.0004942011,0.001919626,0.005795917,0.0005216043],"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":[0.00002461205,0.000005965935,0.00009186171,0.00006715069,0.000003716598,0.00001528357,0.00004839738,0.00007601251,0.00004599365,0.004741635,0.9895275,0.005351796],"study_design_scores_gemma":[0.0000260383,0.000007259914,0.0002769524,0.0001195662,0.000004260502,0.00003150728,0.00004740673,0.0005014943,0.0003258371,0.006559312,0.9920768,0.00002366143],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007675011,0.000459907,0.03907108,0.01191813,0.009981807,0.0005070129,0.3176071,0.09653896,0.5231485],"genre_scores_gemma":[0.0151856,0.0007724361,0.02367711,0.003620623,0.003387707,0.001372528,0.188879,0.1297458,0.6333593],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8141857,"threshold_uncertainty_score":0.2650414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02407331730589289,"score_gpt":0.1967615566868638,"score_spread":0.172688239380971,"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."}}