{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002035446,0.0003703778,0.00027415,0.0008938391,0.00770023,0.004814767,0.00122818,0.001091943,0.02007508],"category_scores_gemma":[0.004680863,0.0001884581,0.0003311902,0.0006813409,0.01444155,0.00504839,0.008765443,0.002087596,0.001420979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002047793,"about_ca_system_score_gemma":0.002496418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003822188,"about_ca_topic_score_gemma":0.006219747,"domain_scores_codex":[0.9980108,0.001024047,0.00004982043,0.000284993,0.0001995672,0.0004308038],"domain_scores_gemma":[0.9985086,0.0004206701,0.0001479324,0.0002568931,0.0002056692,0.0004600855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007768431,0.00004868904,0.002575408,0.0002180806,0.000007859099,0.0008145513,0.2770058,0.00009451723,0.0006438582,0.6675727,0.009953056,0.04098783],"study_design_scores_gemma":[0.00001055162,0.00007516565,0.002324576,0.0005051532,0.0000134962,0.00113274,0.2623011,0.0002213368,0.0005796816,0.1207827,0.6120268,0.00002677696],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2389933,0.002340809,0.03458007,0.01300569,0.001199415,0.000275288,0.0002259004,0.0001860165,0.7091935],"genre_scores_gemma":[0.9553844,0.0006565377,0.004108869,0.001664006,0.00007532699,0.0002236888,0.00007583312,0.000082427,0.03772897],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02007508,"threshold_uncertainty_score":0.06715786,"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."}}