{"id":"W7127629188","doi":"10.5040/9798216449676.ch-6","title":"Teaching and Learning the Inclusive Model 2023","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":["metaresearch","metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","metaepi_narrow"],"category_scores_codex":[0.03100135,0.002274432,0.001860931,0.001452537,0.01673837,0.002707926,0.0009289545,0.001289166,0.0007663539],"category_scores_gemma":[0.009056912,0.001844282,0.000451835,0.0004217606,0.000970864,0.0005456045,0.003565446,0.07884119,0.005463769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004969222,"about_ca_system_score_gemma":0.0002950635,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007137233,"about_ca_topic_score_gemma":0.0001895956,"domain_scores_codex":[0.9721728,0.01994585,0.001293497,0.003092872,0.001403448,0.002091529],"domain_scores_gemma":[0.9934708,0.003509137,0.001406902,0.0009087942,0.00007904429,0.0006252692],"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":[0.0001922766,0.0001644252,0.0005673004,0.002224441,0.00217012,0.0002361338,0.3972398,0.1444823,0.002955107,0.007439271,0.03103543,0.4112934],"study_design_scores_gemma":[0.00062858,0.0002278859,0.00003789474,0.004014202,0.0009538486,0.0002500401,0.03171565,0.4584687,9.315409e-7,0.0007359088,0.5014815,0.001484815],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.07462625,0.05674691,0.004273341,0.002269079,0.0008776863,0.001422597,0.00005355104,0.002294257,0.8574364],"genre_scores_gemma":[0.391556,0.0004458843,0.002726514,0.000245061,0.001602674,0.00004716818,0.00005370707,0.00258001,0.600743],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4704461,"threshold_uncertainty_score":0.9994743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01449613897517469,"score_gpt":0.2905057726033786,"score_spread":0.2760096336282039,"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."}}