{"id":"W4408370065","doi":"10.5771/9781610484282-243","title":"AFTERWORD","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":"Sociology","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":["insufficient_payload"],"category_scores_codex":[0.001518396,0.000392129,0.0003877448,0.0002361144,0.0006354879,0.00007931498,0.0001409435,0.000305597,0.001209723],"category_scores_gemma":[0.0001955401,0.0003896587,0.0001057914,0.000007442253,0.00009130106,0.00008851935,0.0001432228,0.005922331,0.005056727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005801357,"about_ca_system_score_gemma":0.00002414831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001758553,"about_ca_topic_score_gemma":0.00001026133,"domain_scores_codex":[0.9985739,0.0002198428,0.0002310056,0.0004676701,0.000212293,0.0002953001],"domain_scores_gemma":[0.99919,0.0001515974,0.0002524312,0.0002550385,0.00002069624,0.0001301827],"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":[0.0001183731,0.00002386127,0.0007757284,0.0001611522,0.0003344955,0.0001640612,0.02103208,0.00003222848,0.0002604346,0.2656887,0.007186315,0.7042226],"study_design_scores_gemma":[0.0001605706,0.00008286005,0.0001620217,0.0004725736,0.0001002497,0.00004784402,0.00005944035,0.00003787321,0.000001053807,0.004310748,0.994073,0.000491806],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002561467,0.001478527,0.0001295974,0.00001520826,0.000105446,0.00008940146,0.000004897389,0.000670361,0.9949451],"genre_scores_gemma":[0.1471214,0.00003502831,0.0008220425,0.00005259139,0.0003346347,0.000002837104,0.00003405761,0.0003026647,0.8512948],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9868866,"threshold_uncertainty_score":0.9998555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0285498399616457,"score_gpt":0.2452271805462445,"score_spread":0.2166773405845988,"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."}}