{"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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003328668,0.0001994452,0.0001545286,0.00004765653,0.0006889196,0.00009673632,0.0005897639,0.0004841426,0.001643352],"category_scores_gemma":[0.002214673,0.0001644022,0.0001286728,0.0001911476,0.0002987701,0.00007105719,0.00007895652,0.004529294,0.0001727506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003400457,"about_ca_system_score_gemma":0.002287794,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01638987,"about_ca_topic_score_gemma":0.04214992,"domain_scores_codex":[0.9980396,0.00006529025,0.0002105753,0.000520416,0.0003846804,0.0007794456],"domain_scores_gemma":[0.9982122,0.0001851206,0.00005057659,0.000599053,0.0003433812,0.000609638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002355767,0.0002945587,0.01924773,0.0002523022,0.0006836373,0.001016923,0.02229346,0.00002593362,0.3207712,0.3044432,0.2799405,0.05079504],"study_design_scores_gemma":[0.0007653061,0.00003438341,0.004051274,0.0002095351,0.00003972188,0.0002793664,0.07006568,0.001345109,0.1368154,0.006216852,0.7793378,0.0008396056],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3836956,0.00450599,0.00002852636,0.06652199,0.0002973456,0.0001512203,0.0002473149,0.0001627873,0.5443892],"genre_scores_gemma":[0.9683403,0.001189888,0.0000549674,0.0004843136,0.0005951762,0.00002752425,0.00003302355,0.00002729537,0.02924745],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5846447,"threshold_uncertainty_score":0.9992693,"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."}}