{"id":"W4210667583","doi":"10.1177/10778004211042354","title":"Marginal Walking","year":2021,"lang":"en","type":"article","venue":"Qualitative Inquiry","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Sociology; Narrative; Everyday life; Citizen journalism; Aesthetics; Space (punctuation); Public space; Subjectivity; Media studies; Epistemology; Political science; Computer science; Law; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009223416,0.0000808904,0.0001580784,0.00006040215,0.0004562887,0.00008717304,0.0001853002,0.00006924808,0.001791207],"category_scores_gemma":[0.01269769,0.0000852107,0.00006967701,0.0005494228,0.0009752491,0.0002696832,0.00007928672,0.0001969749,0.0002916525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001672066,"about_ca_system_score_gemma":0.0006890303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001705412,"about_ca_topic_score_gemma":0.0002066683,"domain_scores_codex":[0.9877672,0.01055836,0.0001934462,0.0002551146,0.0007206194,0.0005052927],"domain_scores_gemma":[0.9961682,0.003000302,0.00005439066,0.000172842,0.0003636015,0.0002406434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001364474,0.00005387513,0.0003977753,0.00001128158,0.00002243271,0.00006448973,0.6684608,6.522633e-7,0.001913463,0.3139055,0.002678082,0.01247794],"study_design_scores_gemma":[0.0002217908,0.00004689479,0.0027426,0.00003806769,0.000008123484,9.293188e-7,0.7144176,0.00001401083,0.004646242,0.05810999,0.219554,0.0001997304],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.844982,0.0007333676,0.01885682,0.003634253,0.0009337785,0.0001684125,0.000007732358,0.0001352124,0.1305484],"genre_scores_gemma":[0.9758943,0.00005069696,0.01416526,0.0006090584,0.0006983632,0.00004580709,0.000004555031,0.00001606753,0.008515843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2557955,"threshold_uncertainty_score":0.9991213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8655719401704867,"score_gpt":0.7542703646790352,"score_spread":0.1113015754914515,"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."}}