{"id":"W4396607827","doi":"10.1090/gsm/236/17","title":"Semisolutions","year":2024,"lang":"en","type":"book-chapter","venue":"Graduate studies in mathematics","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","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":[],"category_scores_codex":[0.0007211491,0.0008238196,0.001292826,0.0006343897,0.0001372949,0.0000476907,0.0004074526,0.0002836302,0.0001317782],"category_scores_gemma":[0.0003538177,0.0007339845,0.0003499498,0.0001764462,0.0008123328,0.00005805216,0.0007710789,0.001126249,0.03039458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000751184,"about_ca_system_score_gemma":0.0000617843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001840722,"about_ca_topic_score_gemma":0.00008017822,"domain_scores_codex":[0.9969678,0.00001512976,0.001083105,0.0006267863,0.0007688701,0.000538311],"domain_scores_gemma":[0.9979353,0.0004710699,0.0003439611,0.0009187009,0.0002559916,0.00007495515],"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":[0.000002260149,0.00004490503,5.619887e-7,0.002424231,0.0009953124,0.0002427225,0.006342574,0.00001697641,0.00000605367,0.8261828,0.1636381,0.0001035],"study_design_scores_gemma":[0.0001382971,0.00002634,5.98922e-7,0.004591758,0.0005245139,0.00006379951,0.001203997,0.0003218112,0.000004272913,0.8720195,0.1204764,0.000628624],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003709232,0.01618187,0.00001882401,0.0003088394,0.001212071,0.0007003213,0.0004337464,0.000589926,0.9805173],"genre_scores_gemma":[0.0006495623,0.006223381,0.004676117,0.0000243323,0.0003304559,0.0001070635,0.00004049246,0.0005678061,0.9873808],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04583672,"threshold_uncertainty_score":0.9995111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2940366307785043,"score_gpt":0.3818581834292992,"score_spread":0.08782155265079483,"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."}}