{"id":"W2403976358","doi":"10.1177/1609406915611560","title":"“The Heartbeat of Hamilton”","year":2015,"lang":"en","type":"article","venue":"International Journal of Qualitative Methods","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Manitoba; Children's Hospital Research Institute of Manitoba","funders":"","keywords":"Photovoice; Downtown; Citizen journalism; Action (physics); Sociology; Perception; Process (computing); Socioeconomic status; Politics; Participatory action research; Field (mathematics); Narrative; Metropolitan area; Psychology; Public relations; Political science; Visual arts; Geography; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001900653,0.0003133776,0.0002171134,0.0004677527,0.009864208,0.003773262,0.000919315,0.001476253,0.01156207],"category_scores_gemma":[0.005084428,0.0003303498,0.0001771678,0.0008598149,0.02071304,0.002759235,0.003614457,0.002418912,0.0009876555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01935521,"about_ca_system_score_gemma":0.01553896,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6632889,"about_ca_topic_score_gemma":0.8226418,"domain_scores_codex":[0.9975762,0.001002443,0.00003483833,0.0004152484,0.0006604238,0.0003109852],"domain_scores_gemma":[0.9977912,0.0005864004,0.0001483713,0.0002769002,0.0005726972,0.0006244955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009677443,0.00001972466,0.00802012,0.0003805672,0.00001917685,0.0006983486,0.2623142,0.0001189373,0.00322341,0.2370795,0.3881901,0.09983909],"study_design_scores_gemma":[0.000008269546,0.00001928701,0.004768583,0.0003624953,0.000008170389,0.0001546792,0.07314806,0.00005113179,0.0004604094,0.006309565,0.9146762,0.00003317587],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1318198,0.01503108,0.02122778,0.3714923,0.007889128,0.000354897,0.001134633,0.000554076,0.4504963],"genre_scores_gemma":[0.7526749,0.006801303,0.01113344,0.03902224,0.0004928553,0.0002704627,0.0001467701,0.0004199793,0.189038],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6632889,"threshold_uncertainty_score":0.6773881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.980483775782721,"score_gpt":0.8538267653456982,"score_spread":0.1266570104370227,"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."}}