{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008672571,0.0001226911,0.0001132656,0.0001066295,0.001081032,0.0007721366,0.0004559472,0.00005372976,0.0004266919],"category_scores_gemma":[0.0002242213,0.00009250733,0.00007638127,0.00005867417,0.0000405791,0.001206885,0.00009817065,0.0006289658,0.0009892742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001550327,"about_ca_system_score_gemma":0.0001514062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003974972,"about_ca_topic_score_gemma":0.0007726389,"domain_scores_codex":[0.9982912,0.000009090984,0.0001851447,0.0001405404,0.0002182474,0.001155762],"domain_scores_gemma":[0.9993383,0.000006066053,0.0002784684,0.0002153546,0.0001518511,0.000009944273],"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":[0.000252519,0.0001763466,0.03073298,0.00003726161,0.0001956474,0.00002359347,0.0001061877,0.00005432124,0.0006914828,0.8097379,0.006138314,0.1518535],"study_design_scores_gemma":[0.002333251,0.0001289731,0.02101873,0.000100691,0.0001390169,0.0001584237,0.0008049841,0.003951045,0.0002079087,0.6731659,0.2972468,0.0007443599],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7392292,0.0007337378,0.0116825,0.003166261,0.003135098,0.000302553,7.414985e-7,0.0001070793,0.2416428],"genre_scores_gemma":[0.9853351,0.000420934,0.000008197495,0.0005266629,0.004067934,0.000002019725,0.000006053069,0.0000219273,0.009611234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2911084,"threshold_uncertainty_score":0.9997886,"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."}}