{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007188569,0.001351762,0.001335176,0.002387282,0.002750786,0.002847167,0.002645401,0.002756386,0.2263946],"category_scores_gemma":[0.01148465,0.0009188158,0.001063817,0.001746307,0.001835919,0.001791738,0.004130103,0.003281022,0.09760249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001074871,"about_ca_system_score_gemma":0.004412341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001280046,"about_ca_topic_score_gemma":0.002484943,"domain_scores_codex":[0.9909651,0.002616999,0.0007866179,0.001701064,0.003081373,0.00084881],"domain_scores_gemma":[0.9955859,0.001037346,0.0003240442,0.0007209307,0.001851957,0.0004798273],"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":[0.001714962,0.001459636,0.002214573,0.002371241,0.00008675566,0.0005472882,0.002814565,0.0005879067,0.04055006,0.0484514,0.3816443,0.5175574],"study_design_scores_gemma":[0.0001480091,0.0007854269,0.001034472,0.0005357886,0.00004434584,0.0004235255,0.00109585,0.0005065398,0.01204229,0.00728743,0.9760429,0.00005336137],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04287843,0.01306045,0.2320274,0.02346944,0.0221939,0.01561864,0.009951832,0.01025533,0.6305445],"genre_scores_gemma":[0.07591448,0.007060157,0.2290995,0.009007801,0.0009679821,0.02038967,0.006060606,0.002315928,0.649184],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7736053,"threshold_uncertainty_score":0.7573655,"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."}}