{"id":"W3044881986","doi":"10.1111/aos.13378","title":"Professor Juhani Airaksinen","year":2017,"lang":"en","type":"article","venue":"Acta Ophthalmologica","topic":"Research in Social Sciences","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Specialty; Medical school; Medicine; Active listening; Ophthalmology; Jazz; Optometry; Psychology; History; Family medicine; Medical education; Art history","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002278385,0.0001135413,0.0001801072,0.00003790109,0.006426977,0.0006741037,0.002545611,0.0001859867,0.003046819],"category_scores_gemma":[0.005406665,0.0000888569,0.00008540756,0.000147954,0.00234017,0.000793346,0.000396195,0.0002246588,0.0003396699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001047142,"about_ca_system_score_gemma":0.0003093668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004205085,"about_ca_topic_score_gemma":0.000271013,"domain_scores_codex":[0.9975333,0.0003699301,0.000156702,0.0003582102,0.0008314046,0.0007505124],"domain_scores_gemma":[0.9985263,0.0002481666,0.0002052855,0.0006065646,0.0001487188,0.000265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001386132,0.0007486136,0.513612,0.00003589616,0.00009873053,0.001299169,0.03001397,7.341774e-7,0.005415285,0.296981,0.09448,0.05717602],"study_design_scores_gemma":[0.0002854165,0.0002411315,0.4782,0.00002668391,0.000009326035,0.00001642611,0.006571713,0.00000596119,0.0003247248,0.06067042,0.4532055,0.0004426927],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4375025,0.00002857612,0.00000130389,0.02047008,0.0004972423,0.0002661728,0.000002834589,0.0000626618,0.5411686],"genre_scores_gemma":[0.9704357,0.00008219615,0.0004368522,0.0001032698,0.0005669131,0.00004735664,0.000001022037,0.000007066517,0.02831964],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5329332,"threshold_uncertainty_score":0.9978645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1732768835156735,"score_gpt":0.4659637102481835,"score_spread":0.29268682673251,"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."}}