{"id":"W6959769686","doi":"10.11575/cpai.v4i2.74226","title":"The Ten Percent Solution","year":2021,"lang":"en","type":"article","venue":"University of Calgary","topic":"Wheat and Barley Genetics and Pathology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Online course; Academic year; Higher education; Course (navigation); Engineering education; Work (physics)","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":[],"consensus_categories":[],"category_scores_codex":[0.00004338164,0.0000215048,0.00003474824,0.000001205035,0.0001942194,0.000004180133,0.0000703814,0.00002776802,0.0001809218],"category_scores_gemma":[0.000003745408,0.000007763293,0.00003816946,0.00004496952,0.00005127705,0.000009802541,0.00004479771,0.0000275249,0.000009025193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003850739,"about_ca_system_score_gemma":0.000006016263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001118726,"about_ca_topic_score_gemma":0.0008017215,"domain_scores_codex":[0.999778,0.00002878368,0.000025893,0.00005763126,0.00004410227,0.00006562995],"domain_scores_gemma":[0.999876,0.00003263769,0.00001218097,0.00002129873,0.00003780597,0.00002004794],"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":[0.00003104626,0.00004932103,0.004564309,0.000002236456,0.00001035749,0.00003750362,0.0001410942,8.130106e-7,0.605481,0.002721128,0.003917834,0.3830434],"study_design_scores_gemma":[0.0001340384,0.000123668,0.440432,0.000006269353,0.00001615047,0.00001512766,0.001146094,0.0001905952,0.006852228,0.0006741851,0.5503229,0.00008670307],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855654,0.0004123593,0.00003350124,0.002197641,0.00006420758,0.00002119414,0.000003210505,0.000006588921,0.01169591],"genre_scores_gemma":[0.9953793,0.0005456916,0.0001386282,0.00006222306,0.00003580808,2.064706e-8,0.00001958456,1.061866e-7,0.003818696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5986288,"threshold_uncertainty_score":0.1980967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01187502288915531,"score_gpt":0.1719246443362818,"score_spread":0.1600496214471265,"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."}}