{"id":"W2558942524","doi":"","title":"Greyscale Photograph Geometry Informed by Dodging and Burning","year":2008,"lang":"en","type":"article","venue":"","topic":"Hermeneutics and Narrative Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Photography; Computer science; Grayscale; Invariant (physics); Computer vision; Computer graphics (images); Artificial intelligence; Geometry; Image (mathematics); Mathematics; Visual arts; Art","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":[0.0006081397,0.0002609977,0.0002098111,0.001077803,0.0005720044,0.002245131,0.0003566261,0.0003171724,0.00744322],"category_scores_gemma":[0.003276558,0.0002287447,0.0002583207,0.0007216388,0.003655096,0.001566696,0.001212024,0.0006557438,0.0008085712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007309302,"about_ca_system_score_gemma":0.0003011588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001712717,"about_ca_topic_score_gemma":0.001186337,"domain_scores_codex":[0.9994758,0.0001658148,0.00001749436,0.0001474794,0.0001442182,0.00004930768],"domain_scores_gemma":[0.9990005,0.0002397709,0.0001773663,0.0003261012,0.0001968968,0.000059431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002502686,0.00002299012,0.003324055,0.0001198228,0.00001809296,0.0005489099,0.003499578,0.01479982,0.02377548,0.8352054,0.002644599,0.115791],"study_design_scores_gemma":[0.00003595538,0.0002588711,0.04080399,0.0001239493,0.00005395803,0.002400634,0.00479854,0.1123974,0.05098324,0.7131099,0.07485779,0.0001757763],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4091671,0.0004443157,0.4143266,0.0009846507,0.0001799816,0.0001345758,0.0005759839,0.0005888242,0.1735979],"genre_scores_gemma":[0.9496841,0.0001860333,0.04125528,0.00005065879,0.00003163882,0.00001952839,0.0001966991,0.0001355349,0.008440725],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00744322,"threshold_uncertainty_score":0.02490008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02411470533650929,"score_gpt":0.2166919481525797,"score_spread":0.1925772428160705,"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."}}