{"id":"W4408086612","doi":"10.1002/9781394242177.ch1","title":"AI &amp; IP","year":2025,"lang":"en","type":"other","venue":"","topic":"Machine Learning and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Computational biology; Chemistry; Biology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006136388,0.000120485,0.0001316326,0.0001591756,0.00002361368,0.00009211573,0.0007149407,0.0001072119,0.003852147],"category_scores_gemma":[0.00001519974,0.00009548206,0.00004921156,0.000159657,0.000009813383,0.00002127588,0.0002132672,0.0002165647,0.001883868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005921739,"about_ca_system_score_gemma":0.0000653819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006737185,"about_ca_topic_score_gemma":0.00007010789,"domain_scores_codex":[0.9993612,0.00002875946,0.00006695554,0.0002865166,0.0001231726,0.0001333971],"domain_scores_gemma":[0.9993456,0.00001732048,0.00003577806,0.0005539837,0.00001131155,0.0000360251],"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":[4.468167e-8,0.000005744186,0.000006962151,0.00001036733,0.000008668741,0.000001739949,0.000006589027,0.000001895488,1.354662e-7,0.04920714,0.8813944,0.06935628],"study_design_scores_gemma":[0.00004669818,0.000004112582,0.00001003261,0.00004464097,0.000001994725,0.000001225688,2.110122e-7,0.002697209,0.000001297908,0.0009455272,0.9961311,0.0001159327],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[6.037293e-9,0.0001145107,0.4685927,0.001558484,0.0004126136,0.00002444756,8.901943e-7,0.0005242373,0.5287721],"genre_scores_gemma":[0.000001920484,0.00001426719,0.1016817,0.002312467,0.0002044697,0.000002569353,0.000004030651,0.00003821102,0.8957403],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3669682,"threshold_uncertainty_score":0.9988933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006685844300739991,"score_gpt":0.2716288826096321,"score_spread":0.2649430383088921,"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."}}