{"id":"W6893515812","doi":"10.5281/zenodo.15735864","title":"Fugitive Frames: Nomadic semiotics in image analysis","year":2025,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Semiotics; Focus (optics); Politics; Sociology of culture; Visual methods; Cultural studies; Image (mathematics)","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":[0.006709454,0.0006636967,0.0004060136,0.004619161,0.005901108,0.0103577,0.0009904305,0.001693416,0.004033968],"category_scores_gemma":[0.008520148,0.000329576,0.000445724,0.003008978,0.03722449,0.01043666,0.00395082,0.001726273,0.0004392911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003231156,"about_ca_system_score_gemma":0.00160215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003033882,"about_ca_topic_score_gemma":0.004425406,"domain_scores_codex":[0.9920838,0.00680035,0.0001525455,0.0003602949,0.000375606,0.0002274123],"domain_scores_gemma":[0.9951329,0.003650117,0.0003493119,0.0004020605,0.0002842531,0.0001813828],"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":[0.00001149393,0.000005149546,0.0002377764,0.0000586155,0.000002900111,0.0001038235,0.08425578,0.00009662496,0.0001903429,0.9079137,0.0004374374,0.006686253],"study_design_scores_gemma":[0.00001454696,0.00004557644,0.001118424,0.0003714132,0.00001184384,0.0005345616,0.1223732,0.001310743,0.0004803779,0.7668728,0.1068337,0.00003276939],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.09659964,0.01160234,0.3583374,0.01121752,0.0009419823,0.0005069483,0.0002107019,0.0002014621,0.5203821],"genre_scores_gemma":[0.9332916,0.002384193,0.05469907,0.0002987367,0.0002155998,0.0004192808,0.00006200931,0.00008986236,0.008539668],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0103577,"threshold_uncertainty_score":0.03548342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7189424547785911,"score_gpt":0.7755117236261424,"score_spread":0.05656926884755131,"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."}}