{"id":"W2875075964","doi":"10.5539/ies.v11n8p27","title":"Teaching Materials Development and Meeting the Needs of the Subject: A Sample Application","year":2018,"lang":"en","type":"article","venue":"International Education Studies","topic":"Educational Leadership and Administration","field":"Social Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Subject (documents); Christian ministry; Function (biology); Teaching method; Tangent; Product (mathematics); Bridge (graph theory); Computer science; Pedagogy; Psychology; Mathematics; Geometry; Medicine; World Wide Web","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":[],"consensus_categories":[],"category_scores_codex":[0.000894663,0.0000561258,0.00006028956,0.00005132894,0.0008732225,0.00005335189,0.000209494,0.00002330241,0.00002791879],"category_scores_gemma":[0.001658772,0.00003658912,0.00001625841,0.0001270499,0.0004006362,0.0001120495,0.00004467688,0.00004911373,0.000006183149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009148617,"about_ca_system_score_gemma":0.0004837377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001472106,"about_ca_topic_score_gemma":0.001078163,"domain_scores_codex":[0.9992321,0.0001250015,0.0002133814,0.0000841055,0.0002655796,0.00007990768],"domain_scores_gemma":[0.9985833,0.0003938199,0.0001910502,0.0000858325,0.0007273032,0.00001869937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001261514,0.0001288333,0.02749444,0.00002382021,0.0001139832,6.83171e-9,0.3978874,7.579105e-7,0.002872207,0.5387744,0.002631875,0.03005967],"study_design_scores_gemma":[0.00008277044,0.00001356492,0.0390302,0.0001112404,0.00002332461,0.000001488185,0.5006704,0.000003720708,0.01390519,0.0164038,0.4296326,0.0001216781],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9486331,0.0002197822,0.0001833589,0.03933563,0.002304345,0.000198835,0.000004463697,0.00001446411,0.009106033],"genre_scores_gemma":[0.9957014,0.00002450741,0.001078439,0.0006012899,0.0009081108,0.00008482394,0.000006986176,0.000003696875,0.001590687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5223706,"threshold_uncertainty_score":0.671621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08968371875179806,"score_gpt":0.4212951019803034,"score_spread":0.3316113832285054,"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."}}