{"id":"W6986577374","doi":"","title":"Productive Failure and Student Emotions","year":2021,"lang":"en","type":"article","venue":"eScholarship (California Digital Library)","topic":"Gene expression and cancer classification","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Nucleofection; Gestational period; TSG101; Dysgeusia; Diafiltration; Hyporeflexia; Demotion; Fusible alloy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004184364,0.0001353282,0.00009533246,0.00003621405,0.00009722269,0.0004057851,0.0001307525,0.00009885384,0.0001176877],"category_scores_gemma":[0.00009794551,0.0001271406,0.00005949681,0.0001693248,0.0000555178,0.00006153454,0.0002300366,0.0001248946,0.0001056285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006315059,"about_ca_system_score_gemma":0.000101984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.097e-7,"about_ca_topic_score_gemma":7.988067e-7,"domain_scores_codex":[0.9990389,0.00004991057,0.000156211,0.0004515545,0.0001365984,0.0001667657],"domain_scores_gemma":[0.9994131,0.000006385363,0.00004960854,0.0003323458,0.00005669742,0.0001418299],"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":[0.0001170753,0.0006814143,0.218147,0.00007618668,0.000178044,0.00003727376,0.00008068805,0.00002020882,0.6945294,0.002387079,0.06217863,0.02156704],"study_design_scores_gemma":[0.0003452779,0.00005797461,0.03053437,0.00002238717,0.00001024333,0.000023694,0.0002395155,0.000002701892,0.2057311,0.0008390539,0.7619737,0.0002198717],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880532,0.0008579701,0.0003690958,0.002521489,0.00009942173,0.0001497665,0.0004458965,0.00004951664,0.007453643],"genre_scores_gemma":[0.9930786,0.00009114491,0.0005663831,0.0004521513,0.0002101604,0.00002427225,0.001018466,0.00002897642,0.004529857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6997951,"threshold_uncertainty_score":0.5184644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01023108477271887,"score_gpt":0.2327058801732314,"score_spread":0.2224747954005125,"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."}}