{"id":"W6894266353","doi":"10.5283/epub.51267","title":"Professional Vision and Visual Expertise","year":2020,"lang":"en","type":"article","venue":"University of Regensburg Publication Server (University of Regensburg)","topic":"Visual and Cognitive Learning Processes","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Habilitation; Gaze; Visual literacy; Domain (mathematical analysis); Work (physics)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002009343,0.0001988337,0.0003756177,0.0002411948,0.000331519,0.00001305574,0.0004119697,0.0002265759,0.002814706],"category_scores_gemma":[0.000065347,0.0002471375,0.0001540759,0.0006666131,0.0004929254,0.0005693056,0.0003365478,0.0002374681,0.0001321302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003669285,"about_ca_system_score_gemma":0.0001106746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003617367,"about_ca_topic_score_gemma":0.00002322729,"domain_scores_codex":[0.9983998,0.0002133912,0.0001736776,0.0005816873,0.0003744096,0.000257049],"domain_scores_gemma":[0.9981167,0.00009348994,0.000430884,0.0002298637,0.0008283336,0.0003006838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.008915168,0.003149687,0.1365041,0.001632998,0.001754485,0.0003770711,0.1559416,0.00003482392,0.03158498,0.04031456,0.2433074,0.3764831],"study_design_scores_gemma":[0.007777428,0.001966496,0.4016268,0.0004033399,0.0004362909,0.00004549642,0.1165894,0.001589818,0.002093498,0.0002654,0.4659687,0.001237273],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.975493,0.0008661316,0.00526149,0.01378255,0.0001179018,0.0003249091,0.00003900597,0.0001509121,0.00396413],"genre_scores_gemma":[0.9834394,0.0001510596,0.0004721896,0.00025659,0.00003635863,1.244258e-7,0.00006403959,0.00001575652,0.01556443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3752458,"threshold_uncertainty_score":0.9999981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02179682482978655,"score_gpt":0.2704988812202809,"score_spread":0.2487020563904944,"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."}}