{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002474304,0.0003575653,0.0003472053,0.002136895,0.002651943,0.006878577,0.0007241381,0.002690484,0.01541287],"category_scores_gemma":[0.01324801,0.0002200184,0.0004175635,0.00100865,0.01577774,0.00828029,0.00648316,0.003620952,0.001218508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003199524,"about_ca_system_score_gemma":0.001756017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006152377,"about_ca_topic_score_gemma":0.003107687,"domain_scores_codex":[0.9969738,0.001195581,0.00009551114,0.0006303925,0.0005616543,0.0005430839],"domain_scores_gemma":[0.9937059,0.003367054,0.0007740188,0.0006032398,0.0008150318,0.0007347584],"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":[0.00009022549,0.00009232321,0.007321471,0.0003511381,0.00003447367,0.0003744405,0.05608644,0.0003920372,0.001474969,0.8054173,0.01419901,0.1141661],"study_design_scores_gemma":[0.00003592969,0.0001611838,0.02938336,0.0007651938,0.00003643148,0.002022617,0.03660679,0.0007967714,0.0009813746,0.740415,0.1887025,0.00009281473],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1404209,0.02509113,0.02265199,0.05287059,0.001060863,0.00008678871,0.0001406225,0.0001306432,0.7575466],"genre_scores_gemma":[0.9700062,0.003866944,0.004081671,0.004650977,0.0005167813,0.00006283847,0.00005426275,0.00005186159,0.01670835],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01541287,"threshold_uncertainty_score":0.05156118,"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."}}