{"id":"W2761268105","doi":"","title":"POSTER: What work habits are being assessed across Canada?","year":2016,"lang":"en","type":"article","venue":"ITC 2016 Conference","topic":"Agricultural and Financial Auditing","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Context (archaeology); Work (physics); Psychology; Medical education; Geography; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001149216,0.0002031077,0.0002261341,0.000002242483,0.0003522093,0.0002212485,0.0003777346,0.0001048672,0.0004490036],"category_scores_gemma":[0.0001085027,0.00005359403,0.00006401738,0.0002126517,0.00006337248,0.0006092523,0.0001480423,0.00009973196,0.0001460964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007042998,"about_ca_system_score_gemma":0.00004604446,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05111282,"about_ca_topic_score_gemma":0.4862683,"domain_scores_codex":[0.9985342,0.00004386356,0.0002348908,0.0003742371,0.0002617282,0.0005510698],"domain_scores_gemma":[0.9990964,0.0002607228,0.0001959977,0.00006747393,0.0002224647,0.0001569586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00002309541,0.00002696233,0.09509261,0.000005661911,0.000009841769,0.00003095151,0.00007673472,9.766593e-8,0.09902852,0.000216233,0.004143078,0.8013462],"study_design_scores_gemma":[0.000124381,0.0000460141,0.9514562,0.0006102226,0.000004316888,0.00000643632,0.0004903549,5.803147e-7,0.006132772,0.0002838521,0.04050746,0.0003373435],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852729,0.0001358989,0.00001285635,0.01304715,0.0004463623,0.0001258496,0.0000652098,0.00007063959,0.0008231211],"genre_scores_gemma":[0.9955892,0.0001380597,0.00001117636,0.0006092319,0.0004508613,0.00001495944,0.0000140267,0.000001083883,0.003171377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8563637,"threshold_uncertainty_score":0.9552059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02016591741998137,"score_gpt":0.2014876772329702,"score_spread":0.1813217598129888,"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."}}