{"id":"W2193163513","doi":"10.19030/cier.v1i4.1184","title":"Are 11 Weeks Weak? A Conversation With Instructors","year":2011,"lang":"en","type":"article","venue":"Contemporary Issues in Education Research (CIER)","topic":"Diverse Music Education Insights","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Reputation; Quarter (Canadian coin); Conversation; Public relations; Institution; Psychology; Medical education; Pedagogy; Sociology; Political science; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007821607,0.0002054401,0.0002428261,0.000909854,0.000365338,0.0002924715,0.0004636267,0.00008415146,0.00800343],"category_scores_gemma":[0.0002329565,0.0001784763,0.00004411057,0.0003610573,0.001041991,0.001172831,0.00008039594,0.0003938569,0.0005424672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000233721,"about_ca_system_score_gemma":0.001337326,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007038694,"about_ca_topic_score_gemma":0.003180196,"domain_scores_codex":[0.9977071,0.000379412,0.0004006321,0.000468139,0.0006531595,0.0003915514],"domain_scores_gemma":[0.997842,0.0001301371,0.0002515595,0.000554246,0.001025572,0.0001965043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001078566,0.0009448066,0.09424704,0.00009944701,0.00003679094,0.00001347571,0.4058292,3.571458e-7,0.00001371768,0.2811693,0.2161893,0.001348824],"study_design_scores_gemma":[0.0003803485,0.0000995373,0.02074534,0.0001718104,0.000003863664,0.000001880765,0.3104552,0.000005737346,0.0001259421,0.003417609,0.6643991,0.0001936368],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6038207,0.0005607593,0.00000199312,0.002767715,0.001834355,0.0007071384,0.00001340751,0.00008451605,0.3902094],"genre_scores_gemma":[0.9545587,0.00003408669,0.0001981519,0.0003358469,0.0007422338,0.0002355052,0.00006199241,0.00003500787,0.04379847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4482099,"threshold_uncertainty_score":0.9995735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2201781057302379,"score_gpt":0.3517829684664788,"score_spread":0.1316048627362409,"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."}}