{"id":"W4387193081","doi":"10.1177/21582440231200360","title":"Socially Situated Experiences of Substance Use: A Photo Elicitation Pilot Study","year":2023,"lang":"en","type":"article","venue":"SAGE Open","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Dalhousie University","keywords":"Photo elicitation; Psychology; Social psychology; Substance use; Coping (psychology); Situated; Applied psychology; Psychotherapist; Sociology; Clinical psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.006150844,0.00007992083,0.0002066596,0.0000934756,0.0005082391,0.0002474535,0.000802874,0.00002919545,0.0005006577],"category_scores_gemma":[0.002498918,0.00007842301,0.0000244265,0.001592632,0.0003350014,0.0007720548,0.0001264374,0.00008723095,0.00009976743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007963451,"about_ca_system_score_gemma":0.0004581104,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007379314,"about_ca_topic_score_gemma":0.02905238,"domain_scores_codex":[0.9962634,0.001997728,0.0002528157,0.0002549686,0.0008256204,0.0004054855],"domain_scores_gemma":[0.9985787,0.0008043229,0.0001123883,0.0001956872,0.0001761507,0.0001327083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001908462,0.0004741083,0.01765997,0.00000656671,0.00003439278,0.00002412488,0.9597392,0.000004735195,0.01450781,0.001890941,0.0006998672,0.004767444],"study_design_scores_gemma":[0.0009226365,0.001350304,0.1500712,0.00005163144,0.00001510942,4.721897e-8,0.8379138,0.0001248443,0.004938556,0.002299991,0.0020702,0.0002417459],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912556,0.00001859659,0.0001014244,0.00009506875,0.0001390603,0.001412018,0.000004783499,0.00007503285,0.006898365],"genre_scores_gemma":[0.9954807,0.00003303526,0.0004267218,0.00003703776,0.00003822479,0.0004421285,0.000002109197,0.00001115182,0.003528862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1324112,"threshold_uncertainty_score":0.9992306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7875411243942783,"score_gpt":0.6652520445860522,"score_spread":0.122289079808226,"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."}}