{"id":"W4380787279","doi":"10.1090/stml/104/11","title":"Epilogue","year":2023,"lang":"en","type":"book-chapter","venue":"Student mathematical library","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002646073,0.0008456217,0.001180556,0.0004090339,0.00007811738,0.0002429226,0.001265526,0.0005789945,0.01350272],"category_scores_gemma":[0.00007069419,0.0007288852,0.0005547586,0.0001101314,0.0003107017,0.0004107328,0.001746182,0.000911464,0.4760838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005345363,"about_ca_system_score_gemma":0.0001022881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.537572e-7,"about_ca_topic_score_gemma":2.792758e-7,"domain_scores_codex":[0.9960132,0.00004123507,0.001015114,0.0008317145,0.001473002,0.0006257593],"domain_scores_gemma":[0.9973231,0.000694251,0.0003258025,0.001242874,0.00002790563,0.0003860648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001270408,0.00009722482,0.00001256171,0.0002731039,0.0002769166,0.0003579883,0.0001093167,3.91266e-7,0.000004704767,0.7548473,0.2438628,0.0001449669],"study_design_scores_gemma":[0.0002336784,0.00006574561,0.00005519245,0.0008005581,0.0001758909,0.00001992519,0.00002380594,0.00001302532,0.00001105774,0.7715202,0.2264201,0.0006607909],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002452361,0.0001770631,0.00003192439,0.0004875432,0.0003550785,0.0009593696,0.001017278,0.003413073,0.9935341],"genre_scores_gemma":[0.0001350043,0.00008950612,0.001448264,0.0003054687,0.0006971975,0.00008116881,0.0006231136,0.001446645,0.9951736],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.462581,"threshold_uncertainty_score":0.9995162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03996975110971265,"score_gpt":0.2770001037582266,"score_spread":0.237030352648514,"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."}}