{"id":"W7127641741","doi":"10.5040/9798216449676.0008","title":"References","year":2024,"lang":"","type":"other","venue":"Teaching and Learning","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005991437,0.0008447376,0.0008043766,0.0008503218,0.00117528,0.001026426,0.000291887,0.00063302,0.01132885],"category_scores_gemma":[0.001572718,0.00077738,0.0001658984,0.0002018498,0.0002566917,0.0001139478,0.0003348321,0.01763995,0.103069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001010472,"about_ca_system_score_gemma":0.00008385776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001270666,"about_ca_topic_score_gemma":0.00004772724,"domain_scores_codex":[0.993013,0.003854151,0.0004680207,0.001396818,0.000505714,0.0007623074],"domain_scores_gemma":[0.998569,0.0003937705,0.000406739,0.0003547558,0.00001842197,0.0002573654],"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":[0.00005128364,0.00009173663,0.001176498,0.002149848,0.001119876,0.0001887798,0.06347485,0.000166775,0.0007677966,0.009347259,0.2535256,0.6679397],"study_design_scores_gemma":[0.0002051119,0.0001976584,0.0001364672,0.005918457,0.0004310915,0.00006856452,0.005877143,0.001848592,0.000001066382,0.0003497447,0.9840638,0.0009022767],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01029359,0.0426941,0.00006907552,0.0001317446,0.0008323699,0.0001827561,0.00001244755,0.001340662,0.9444433],"genre_scores_gemma":[0.3146227,0.0002781549,0.00100509,0.00002652799,0.001107631,0.000007461851,0.0000223028,0.001495938,0.6814342],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7305382,"threshold_uncertainty_score":0.9994677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02729066487980798,"score_gpt":0.3011912723794763,"score_spread":0.2739006074996684,"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."}}