{"id":"W2901812131","doi":"10.38140/com.v15i0.963","title":"Using visual data to 'save lives' in the age of AIDS?","year":2010,"lang":"en","type":"article","venue":"Communitas","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Research Foundation","keywords":"Stigma (botany); Citizen journalism; Context (archaeology); Participatory action research; Public relations; Digital literacy; Participatory design; Literacy; Work (physics); Qualitative property; Qualitative research; Sociology; Pedagogy; Internet privacy; Computer science; Psychology; Political science; World Wide Web; Engineering; Geography; Social science","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":[],"consensus_categories":[],"category_scores_codex":[0.01151421,0.00006128406,0.000132889,0.0001029398,0.0003646808,0.00006757986,0.002515263,0.00005214351,0.0001387996],"category_scores_gemma":[0.007513282,0.0000490127,0.00002216883,0.0006219909,0.0005659471,0.000210766,0.0008549485,0.0005763423,0.00002614948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000264827,"about_ca_system_score_gemma":0.0002081087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006150397,"about_ca_topic_score_gemma":0.01783597,"domain_scores_codex":[0.99508,0.003851854,0.0001726877,0.0001093548,0.0004593934,0.0003267203],"domain_scores_gemma":[0.9965731,0.002102884,0.00003947968,0.00112039,0.0000675368,0.00009661883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009200176,0.001212997,0.06808916,0.00004237948,0.00005511021,0.0000834392,0.5550609,0.00002754401,0.2702179,0.06592944,0.001548322,0.03764083],"study_design_scores_gemma":[0.001219575,0.0007812105,0.1410895,0.000222599,0.0000852788,0.000005390963,0.4414623,0.005281546,0.006406807,0.01101957,0.3915546,0.0008716456],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871652,0.00003654177,0.0003213087,0.0002619476,0.0001109226,0.0002380558,0.000009927742,0.00001162915,0.01184449],"genre_scores_gemma":[0.9903941,0.000005425954,0.009245324,0.0002238111,0.00007356015,0.000007611014,0.00000798787,0.000006921625,0.00003522505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3900063,"threshold_uncertainty_score":0.995289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8902759941224537,"score_gpt":0.7216012342052331,"score_spread":0.1686747599172206,"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."}}