{"id":"W4401128140","doi":"10.5771/9781475869231-i","title":"Preface","year":2024,"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":[0.001470004,0.0003629348,0.0003252113,0.0002296787,0.0005261523,0.0001992598,0.0001099684,0.0002695459,0.0003719422],"category_scores_gemma":[0.0001748852,0.0003456997,0.0001031446,0.00001076731,0.0000655387,0.00006710302,0.0001686069,0.008063848,0.01100527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009135176,"about_ca_system_score_gemma":0.00002821714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006730521,"about_ca_topic_score_gemma":0.000005263912,"domain_scores_codex":[0.998659,0.0001133603,0.0002000369,0.000524338,0.0002554374,0.0002478313],"domain_scores_gemma":[0.9993631,0.0001998427,0.0001247549,0.000199721,0.00001389438,0.00009868749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000313364,0.00001021531,0.00006032177,0.000545373,0.0004612553,0.0002025779,0.01461495,0.0006557713,0.000656641,0.7992931,0.0162791,0.1671893],"study_design_scores_gemma":[0.0000820354,0.00005183184,0.00001066485,0.0009967864,0.0001492552,0.0000557382,0.0001221094,0.0006677879,0.000001090189,0.006127893,0.9913422,0.0003926372],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00134082,0.006123272,0.00002941836,0.00007251861,0.0001727796,0.00009829464,0.000009844751,0.001274197,0.9908789],"genre_scores_gemma":[0.05540298,0.00003726519,0.0003788371,0.0000286525,0.0004260725,0.000002389602,0.00004477051,0.0003727558,0.9433063],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9750631,"threshold_uncertainty_score":0.9998995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02016310568835144,"score_gpt":0.2642356944824824,"score_spread":0.2440725887941309,"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."}}