{"id":"W4200366923","doi":"10.1111/phpr.12859","title":"Seeing and visual reference","year":2021,"lang":"en","type":"article","venue":"Philosophy and Phenomenological Research","topic":"Philosophy and Theoretical Science","field":"Psychology","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"H2020 European Research Council; Canada First Research Excellence Fund","keywords":"Perception; Contrast (vision); Cognitive psychology; Visual perception; Computer science; Relation (database); Visual Objects; Psychology; Cognitive science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00166465,0.0002945558,0.0003596996,0.001114369,0.001219606,0.003969113,0.000938648,0.001970691,0.008061515],"category_scores_gemma":[0.005996722,0.0002462587,0.0004704144,0.0008676974,0.01128565,0.009283911,0.002800774,0.002359196,0.0005885453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001462867,"about_ca_system_score_gemma":0.0006984517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002743374,"about_ca_topic_score_gemma":0.001069936,"domain_scores_codex":[0.9985099,0.0006906696,0.00005852803,0.0003184401,0.0002804762,0.0001418773],"domain_scores_gemma":[0.9977686,0.001235681,0.0001923106,0.000409807,0.0002877501,0.0001058084],"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":[0.00001781964,0.000006424883,0.0001794105,0.00004269681,0.00000591796,0.00007437733,0.002835155,0.0002939081,0.0005756395,0.9874111,0.00114498,0.007412538],"study_design_scores_gemma":[0.000009349637,0.00002213814,0.0005866028,0.00005973638,0.00001010845,0.0001513913,0.0008660784,0.0009238587,0.0004422588,0.9771514,0.01976225,0.000014778],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1400173,0.01374572,0.2235129,0.0246313,0.001092334,0.00008397342,0.0002970939,0.0005925482,0.5960267],"genre_scores_gemma":[0.9703577,0.0026652,0.01232361,0.001212592,0.0002568431,0.00003433174,0.0001500559,0.00009203479,0.01290773],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008061515,"threshold_uncertainty_score":0.02696848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3056632902864124,"score_gpt":0.4755397483280069,"score_spread":0.1698764580415945,"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."}}