{"id":"W6984768433","doi":"","title":"Dave Sahota","year":2021,"lang":"en","type":"article","venue":"DigitalCommons-IMSA (Illinois Mathematics and Science Academy)","topic":"Statistics Education and Methodologies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Class (philosophy); Club; The Internet; Period (music)","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":[0.0008361349,0.001157519,0.0006157409,0.001084669,0.006493555,0.005819896,0.001039266,0.001892798,0.2990261],"category_scores_gemma":[0.003284734,0.0004595415,0.0004205764,0.0004669386,0.001342766,0.004090231,0.004647434,0.004554689,0.1406573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002396359,"about_ca_system_score_gemma":0.003675501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01229822,"about_ca_topic_score_gemma":0.02826988,"domain_scores_codex":[0.9987891,0.0001411594,0.0000314365,0.0003627278,0.0003970932,0.0002784478],"domain_scores_gemma":[0.9963737,0.0001130636,0.00007324984,0.00009036336,0.0007547823,0.002594714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002064599,0.0000232889,0.0003048393,0.0000369573,0.000002103594,0.0001712319,0.0003474942,0.00001562826,0.00017297,0.001733383,0.9725696,0.02460191],"study_design_scores_gemma":[0.000001784266,0.00001153846,0.0002632751,0.00002775497,0.000001068181,0.0002505828,0.000509533,0.00001442216,0.00006291532,0.0002249735,0.9986262,0.000005959404],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008067131,0.02849664,0.003507164,0.1876233,0.07686283,0.0001305112,0.001688314,0.004087589,0.6895365],"genre_scores_gemma":[0.01356363,0.00443563,0.0008535346,0.01843928,0.002285975,0.00004482872,0.0004259246,0.0004469166,0.9595044],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2990261,"threshold_uncertainty_score":0.9998542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2084141420367683,"score_gpt":0.4154463389099476,"score_spread":0.2070321968731793,"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."}}