{"id":"W2606100353","doi":"10.1111/1467-9566.12563","title":"Dream homes and dead ends in the city: a photo essay experiment","year":2017,"lang":"en","type":"article","venue":"Sociology of Health & Illness","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"National Institute on Drug Abuse; Canadian Institutes of Health Research; National Institutes of Health; Michael Smith Health Research BC","keywords":"Precarity; Embodied cognition; Ethnography; Sociology; Situated; Poverty; Lived experience; Mental health; Dream; Memory work; Social worlds; Aesthetics; Gender studies; Psychology; Social science; Epistemology; Political science; Psychoanalysis; Art; Anthropology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.01554281,0.00009068334,0.0003555353,0.00005893034,0.002162637,0.00003077954,0.0005976513,0.0001487096,0.00006703525],"category_scores_gemma":[0.001963086,0.0000676413,0.00004163902,0.00005390263,0.004908396,0.0001191956,0.0001228578,0.0002654763,0.000003364949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000151145,"about_ca_system_score_gemma":0.0009235708,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01207344,"about_ca_topic_score_gemma":0.001995096,"domain_scores_codex":[0.9937986,0.00471567,0.0002884382,0.0002332962,0.0003300539,0.0006339698],"domain_scores_gemma":[0.99814,0.001075422,0.0002438453,0.0003595294,0.0000495625,0.0001315803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00005033255,0.0001990942,0.1879249,0.00007498049,0.00002398476,0.000008955758,0.6909,2.709983e-7,0.0002694962,0.0626685,0.0003995445,0.05747989],"study_design_scores_gemma":[0.001077717,0.0004084223,0.6595553,0.00007131849,0.000007774899,0.000001705178,0.2641827,0.00001778531,0.001103852,0.03692574,0.03638772,0.0002599961],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796556,0.002107996,0.00005540642,0.01337739,0.0002275165,0.0003952897,0.000004485697,0.00001290594,0.004163431],"genre_scores_gemma":[0.9984313,0.0004133325,0.0001650574,0.0006352549,0.00007276714,0.0001530346,8.369654e-7,0.000005738584,0.0001226487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4716304,"threshold_uncertainty_score":0.9991364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5154071125228346,"score_gpt":0.6518312573367393,"score_spread":0.1364241448139047,"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."}}