{"id":"W7003666831","doi":"","title":"","year":2023,"lang":"en","type":"other","venue":"Directory of Open access Books (OAPEN Foundation)","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Conversation; Transformative learning; Discipline; State (computer science); Field (mathematics)","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":[0.0009237507,0.0002556074,0.0003076134,0.001152867,0.004607437,0.005092017,0.0003622604,0.0006986667,0.07493982],"category_scores_gemma":[0.003126371,0.0001247117,0.0001003703,0.002544501,0.002976808,0.002685605,0.00279528,0.000875874,0.0169901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00364553,"about_ca_system_score_gemma":0.004490249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0139453,"about_ca_topic_score_gemma":0.06747317,"domain_scores_codex":[0.999238,0.0001946233,0.00002861729,0.00005754065,0.0003972998,0.00008401235],"domain_scores_gemma":[0.9984938,0.0004816008,0.0000738489,0.0002044671,0.0004228668,0.0003233722],"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":[0.00006446797,0.00006903171,0.002697998,0.000773886,0.000005069865,0.0002542859,0.04618395,0.00004898214,0.000921373,0.1860061,0.3996324,0.3633425],"study_design_scores_gemma":[0.000001460777,0.00001233565,0.002204384,0.0002473755,0.000001437067,0.00006174194,0.007243293,0.000005833821,0.0001643157,0.002471456,0.9875843,0.000002165242],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01299592,0.0166098,0.0002679169,0.008472491,0.001016937,0.00003700958,0.0002767169,0.00006347388,0.9602597],"genre_scores_gemma":[0.07769587,0.02137005,0.0004426103,0.001963035,0.000346987,0.00005052337,0.0002464486,0.00008502251,0.8977994],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9250602,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3667073597317236,"score_gpt":0.5737865622219616,"score_spread":0.2070792024902379,"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."}}