{"id":"W2150946974","doi":"10.1177/1049732314549813","title":"Diagnostic Technologies in Practice","year":2014,"lang":"en","type":"article","venue":"Qualitative Health Research","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Community Based Research Centre; BC Centre for Disease Control; Simon Fraser University","funders":"Canadian Institutes of Health Research","keywords":"Thematic analysis; Human immunodeficiency virus (HIV); Medicine; Public health; Qualitative research; Health technology; Family medicine; Psychology; Nursing; Health care; Sociology; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.02044095,0.00009754891,0.0003131025,0.0009654071,0.0002267687,0.00003386235,0.0001929983,0.00009294918,0.0001293731],"category_scores_gemma":[0.1758325,0.00008105844,0.0000626644,0.001427643,0.000520426,0.0001886181,0.0001347276,0.001495432,0.0009006506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004149105,"about_ca_system_score_gemma":0.0005895924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001524275,"about_ca_topic_score_gemma":0.0003921854,"domain_scores_codex":[0.990993,0.006118273,0.0004691118,0.0003486486,0.00109957,0.0009713811],"domain_scores_gemma":[0.9741749,0.02385182,0.00008093171,0.0005041267,0.001040963,0.000347319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006128805,0.001911576,0.003534384,0.001748707,0.00007801472,0.0001099081,0.0464319,0.00000105002,0.0002657958,0.1923893,0.2873824,0.4655341],"study_design_scores_gemma":[0.003138935,0.02824698,0.007585241,0.002311458,0.000007506875,0.00004723064,0.3961322,0.001191329,0.0004872484,0.02632646,0.5342942,0.00023111],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0972748,0.008189717,0.008315291,0.6812878,0.00007738649,0.004491116,0.00004952956,0.0004476807,0.1998667],"genre_scores_gemma":[0.9803252,0.00191445,0.005723577,0.0006022294,0.00007425579,0.0005840189,0.00003084313,0.00002788988,0.01071759],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8830503,"threshold_uncertainty_score":0.9998773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3528470293334717,"score_gpt":0.6508598593595495,"score_spread":0.2980128300260778,"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."}}