{"id":"W7040166140","doi":"","title":"Toronto plumber","year":2022,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Matrix Theory and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Service (business); Work (physics); Placemaking; Port (circuit theory); Mistake","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002825844,0.0002680476,0.0003211359,0.00003882077,0.00008681113,0.00007762232,0.001085517,0.0001967513,0.8652367],"category_scores_gemma":[0.00003808858,0.0002732276,0.0001564172,0.000007263264,0.00005644309,3.535284e-7,0.0004181598,0.0002123931,0.009712239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000879489,"about_ca_system_score_gemma":0.00003322519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005732884,"about_ca_topic_score_gemma":0.001233891,"domain_scores_codex":[0.9984779,0.000104731,0.0004351712,0.0002384761,0.000473434,0.0002702439],"domain_scores_gemma":[0.9986579,0.00007587345,0.0004286553,0.0006823125,0.00005265048,0.0001025752],"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":[0.000009179653,0.00002948686,2.867147e-7,0.0001366557,0.00003347317,0.00001825564,0.0001480587,0.00005049312,3.038501e-8,0.002122222,0.9929309,0.004520997],"study_design_scores_gemma":[0.0002556413,0.0000827763,9.264048e-7,0.00003923583,0.00001365389,0.00006578298,0.00005836344,0.000089517,0.000001739827,0.00007315681,0.9990168,0.0003024145],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[9.598687e-7,0.0005630717,0.00001856503,0.00009581808,0.000606986,0.000263347,0.00006258013,0.0003562739,0.9980324],"genre_scores_gemma":[0.00002732394,0.0001462762,0.005828366,0.0003677805,0.0001535489,0.00002113705,0.00005694979,0.0000701168,0.9933285],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8555245,"threshold_uncertainty_score":0.999972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004487584338487669,"score_gpt":0.182237861007897,"score_spread":0.1777502766694094,"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."}}