{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005185669,0.000812997,0.0006737069,0.002811099,0.001847602,0.002995732,0.001074169,0.0008973496,0.5928497],"category_scores_gemma":[0.003048726,0.0003051961,0.000411529,0.002217319,0.0004168575,0.001900039,0.001456768,0.00191793,0.4334124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001372579,"about_ca_system_score_gemma":0.001642214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004705944,"about_ca_topic_score_gemma":0.00917556,"domain_scores_codex":[0.9996208,0.00004334746,0.00001525574,0.00004844418,0.0002414013,0.0000306558],"domain_scores_gemma":[0.9985424,0.0002277454,0.00003905503,0.0001303779,0.0008478386,0.0002125866],"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":[0.00001096922,0.00002107877,0.00003049721,0.00006542507,7.179989e-7,0.0000218288,0.0000348631,0.00005639768,0.0001155132,0.003931393,0.9363938,0.05931757],"study_design_scores_gemma":[0.000001502387,0.000005831719,0.00009843411,0.0000603271,6.890596e-7,0.00002192814,0.0000338947,0.00002208611,0.00005726294,0.001302654,0.9983931,0.000002214022],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004439867,0.003587066,0.002684948,0.003525439,0.02243221,0.0002926468,0.002994438,0.0007990868,0.9632401],"genre_scores_gemma":[0.000560053,0.0009814566,0.0005058257,0.0004685204,0.001277086,0.00005883991,0.00119501,0.0001960221,0.9947572],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4071503,"threshold_uncertainty_score":0,"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."}}