{"id":"W4408086612","doi":"10.1002/9781394242177.ch1","title":"AI & 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001314788,0.0009952532,0.0008025775,0.001996123,0.003184355,0.01508205,0.001798354,0.004526865,0.6768594],"category_scores_gemma":[0.006036843,0.0006794112,0.0007928167,0.002580191,0.002219779,0.008283071,0.004158356,0.003178204,0.6513373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002736934,"about_ca_system_score_gemma":0.002292687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002475263,"about_ca_topic_score_gemma":0.002433833,"domain_scores_codex":[0.9981323,0.0002363479,0.0001320604,0.0003941928,0.0008684705,0.0002366776],"domain_scores_gemma":[0.9969131,0.0004893975,0.0001632067,0.0008367964,0.001156218,0.0004413284],"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":[0.00006499205,0.00005062527,0.0001758119,0.0003050246,0.000007300924,0.000225154,0.0001832497,0.0001712022,0.0005568741,0.06872616,0.7525176,0.1770159],"study_design_scores_gemma":[0.00000569751,0.000008359581,0.0001184878,0.00004301829,0.000001367138,0.00009728153,0.00003551438,0.0001118154,0.0001257026,0.005237531,0.9942093,0.000005908472],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00020175,0.0005860651,0.001692315,0.001997942,0.001577775,0.00007449892,0.0005479578,0.0007228237,0.9925989],"genre_scores_gemma":[0.004684769,0.0009577237,0.001672925,0.001418384,0.0008911141,0.0001126261,0.0006734458,0.0005090399,0.9890799],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6768594,"threshold_uncertainty_score":0.4609208,"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."}}