{"id":"W4410105111","doi":"10.3998/ticker.7766","title":"Introduction","year":2025,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Intellectual Property Law","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003042652,0.001145087,0.0008945082,0.004513817,0.001717076,0.006242137,0.001916219,0.00556626,0.5803496],"category_scores_gemma":[0.01253736,0.0005208229,0.001185845,0.001457448,0.000715811,0.002664703,0.002200654,0.004322697,0.400379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001953574,"about_ca_system_score_gemma":0.004228986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002642835,"about_ca_topic_score_gemma":0.004145848,"domain_scores_codex":[0.9969021,0.0002758839,0.0001692085,0.000374617,0.001930501,0.0003476117],"domain_scores_gemma":[0.9874898,0.001626774,0.0006840887,0.0007273238,0.007911555,0.001560443],"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":[0.00000923845,0.00001847476,0.00004599259,0.00009386704,0.000001408712,0.00001999317,0.000007789502,0.000009354465,0.00006887818,0.000660709,0.9873905,0.01167379],"study_design_scores_gemma":[0.000008010354,0.00001174557,0.0003190601,0.000129054,0.000002234929,0.00003406022,0.0000112918,0.00001451841,0.00006291691,0.0005006653,0.998902,0.000004514203],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005544408,0.006374734,0.001398366,0.08852818,0.3731313,0.0008654047,0.01020454,0.002099744,0.5168433],"genre_scores_gemma":[0.002312059,0.003106999,0.0009528369,0.03805641,0.09953611,0.0003364331,0.004169662,0.0007787189,0.8507508],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4196504,"threshold_uncertainty_score":0.5985804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04542251462983166,"score_gpt":0.3290760576083754,"score_spread":0.2836535429785438,"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."}}