{"id":"W4400482683","doi":"10.55016/ojs/cpai.v4i2.74226","title":"The Ten Percent Solution","year":2021,"lang":"en","type":"article","venue":"Canadian Perspectives on Academic Integrity","topic":"Various Chemistry Research Topics","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007364498,0.001293914,0.00121586,0.002404215,0.003296614,0.003146196,0.002935983,0.002936637,0.1965031],"category_scores_gemma":[0.01238355,0.0008452003,0.001029044,0.001809247,0.002198245,0.001993504,0.004234065,0.003416378,0.083486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001620236,"about_ca_system_score_gemma":0.006159933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003059717,"about_ca_topic_score_gemma":0.005555109,"domain_scores_codex":[0.9900317,0.002550845,0.0007809184,0.001768678,0.003889982,0.0009778859],"domain_scores_gemma":[0.9954437,0.0009206536,0.0003336915,0.0007016194,0.002075656,0.0005246307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001474968,0.001125264,0.002493194,0.002219036,0.00008405455,0.0005755162,0.00319149,0.0005968756,0.03811058,0.06479011,0.3994323,0.4859067],"study_design_scores_gemma":[0.000105334,0.0005497279,0.0009150589,0.0004801536,0.00003559695,0.0003612411,0.001152796,0.0003948661,0.01139302,0.006933104,0.9776303,0.00004862891],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03933485,0.01394262,0.1673525,0.0305587,0.02106372,0.01103369,0.00838965,0.007706911,0.7006174],"genre_scores_gemma":[0.08556919,0.00793704,0.1822466,0.01060242,0.0008758118,0.01292043,0.005334247,0.001818792,0.6926955],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1965031,"threshold_uncertainty_score":0.6573685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02789461705644143,"score_gpt":0.3003386234645875,"score_spread":0.272444006408146,"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."}}