{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005008004,0.0008129327,0.0006339995,0.002558729,0.00174574,0.00283028,0.0009732696,0.0008515685,0.4994828],"category_scores_gemma":[0.003101351,0.0002532283,0.0003901223,0.002014679,0.0004392787,0.002038256,0.001453377,0.002051109,0.3428974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001427377,"about_ca_system_score_gemma":0.001887961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004117427,"about_ca_topic_score_gemma":0.008444521,"domain_scores_codex":[0.9996112,0.00004447289,0.0000170069,0.0000546008,0.0002409052,0.00003171452],"domain_scores_gemma":[0.9986419,0.0002145157,0.00003757313,0.000122901,0.0007829288,0.0002000432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001129017,0.00002189261,0.00003616555,0.0000726096,7.916878e-7,0.00002532542,0.00004940026,0.00007062245,0.0001248657,0.005050891,0.9137231,0.08081307],"study_design_scores_gemma":[0.000001230381,0.000004576924,0.00008727868,0.00006839388,7.019021e-7,0.00002317552,0.00003607601,0.00002128584,0.00005733907,0.001422453,0.9982753,0.000002232922],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005370296,0.005224936,0.004129775,0.004638697,0.03014935,0.0002599664,0.002521954,0.0007951575,0.9517431],"genre_scores_gemma":[0.000780982,0.001493761,0.0006821607,0.0005796992,0.001588532,0.00006021827,0.001158994,0.0002158137,0.9934397],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5005172,"threshold_uncertainty_score":0,"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."}}