{"id":"W3122458777","doi":"10.2139/ssrn.2951107","title":"Patent Examiner Specialization","year":2017,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Intellectual Property and Patents","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Business","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":[],"consensus_categories":[],"category_scores_codex":[0.003843698,0.0005421979,0.0008890929,0.00784183,0.001410091,0.003655014,0.00111242,0.001194128,0.1406901],"category_scores_gemma":[0.01921897,0.0003013386,0.001518766,0.003205694,0.0005853561,0.001733366,0.002020416,0.001051302,0.03245531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001582134,"about_ca_system_score_gemma":0.00254333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001982437,"about_ca_topic_score_gemma":0.003775955,"domain_scores_codex":[0.9932782,0.0008748365,0.0004824825,0.001622196,0.00230273,0.001439532],"domain_scores_gemma":[0.9790886,0.007018158,0.00432329,0.003467168,0.003179969,0.002922784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007709032,0.00117265,0.3548409,0.0007812548,0.0005141104,0.004252006,0.002336627,0.0007419373,0.01237942,0.03348866,0.09715274,0.4915687],"study_design_scores_gemma":[0.0001634836,0.0007531989,0.6043562,0.0002420744,0.0004062734,0.01428929,0.001036546,0.001257586,0.009683786,0.008513214,0.3592351,0.00006318352],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.31581,0.003384507,0.005734161,0.003296476,0.000595682,0.0004041088,0.00708461,0.001077842,0.6626127],"genre_scores_gemma":[0.735212,0.001276232,0.001867135,0.00183448,0.001100514,0.0001713123,0.004301435,0.000284214,0.2539527],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1406901,"threshold_uncertainty_score":0.4706551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1318671033353791,"score_gpt":0.2325055450811974,"score_spread":0.1006384417458183,"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."}}