{"id":"W4408370072","doi":"10.5771/9781610484282-i","title":"Preface","year":2011,"lang":"en","type":"book-chapter","venue":"Teaching and Learning","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Psychology","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":[],"category_scores_codex":[0.001554931,0.0003651805,0.0003563807,0.0001781504,0.0006982508,0.00006862452,0.0001421082,0.0003016905,0.0008736136],"category_scores_gemma":[0.0002477421,0.00035986,0.00008758733,0.000006430822,0.00008428871,0.00008877416,0.0001370009,0.006002795,0.004639355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005784993,"about_ca_system_score_gemma":0.00002775516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001864128,"about_ca_topic_score_gemma":0.000006863941,"domain_scores_codex":[0.9986268,0.0002254563,0.0002079293,0.0004554277,0.0002113439,0.0002730101],"domain_scores_gemma":[0.999196,0.0001532129,0.0002629116,0.0002485391,0.00002089688,0.0001184251],"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":[0.00009849693,0.00003032138,0.0005695656,0.0002297753,0.0004320188,0.00009355839,0.03341147,0.0001428924,0.0006544514,0.4476521,0.01021448,0.5064709],"study_design_scores_gemma":[0.0001564546,0.000080176,0.0001114033,0.0004050291,0.00009587193,0.00003908335,0.00006940206,0.00006524377,0.000002346748,0.00315832,0.9953633,0.0004533461],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002141473,0.001548475,0.0001186739,0.00001292992,0.00008389162,0.0001034951,0.000004864254,0.000718538,0.9952677],"genre_scores_gemma":[0.1009718,0.00003627315,0.0008012938,0.00003085617,0.0002358582,0.000002101475,0.00003251965,0.0002868826,0.8976024],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9851488,"threshold_uncertainty_score":0.9998853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03319382070340038,"score_gpt":0.2512281470769253,"score_spread":0.2180343263735249,"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."}}