{"id":"W4360591452","doi":"10.1177/16094069231165714","title":"Photo-Elicitation Technique: Utility and Challenges in Clinical Research","year":2023,"lang":"en","type":"article","venue":"International Journal of Qualitative Methods","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Photo elicitation; Perception; Psychology; Qualitative research; Applied psychology; Medical education; Computer science; Medicine; Sociology; Knowledge management; 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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3520513,0.00008762503,0.0003203538,0.00111851,0.0001480831,0.00007506728,0.0005878459,0.0001404578,0.0000893453],"category_scores_gemma":[0.107115,0.00007972688,0.0001105375,0.000876541,0.001300445,0.0004286617,0.0001614317,0.0008507376,0.00001453603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002306893,"about_ca_system_score_gemma":0.0005131293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002621111,"about_ca_topic_score_gemma":0.0001732673,"domain_scores_codex":[0.8887927,0.1067315,0.001302766,0.0003148593,0.002359828,0.0004983487],"domain_scores_gemma":[0.9624224,0.03461693,0.0003256662,0.0001154015,0.002282444,0.0002371592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000342154,0.0001909296,0.003036804,0.00002484761,0.0001021125,0.00008485589,0.204379,0.000001238331,0.00217313,0.08851113,0.0004643777,0.7006894],"study_design_scores_gemma":[0.000993079,0.0005261698,0.1107841,0.0002579541,0.000009322602,0.000008192394,0.2812266,0.0005026443,0.002860715,0.447238,0.1553979,0.000195384],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8148596,0.005002434,0.107336,0.0396477,0.002686429,0.001190825,0.00002256944,0.00009754279,0.02915695],"genre_scores_gemma":[0.7153966,0.0160348,0.2673421,0.000100812,0.0006878229,0.00009224411,0.000001542898,0.00002262169,0.0003214367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.700494,"threshold_uncertainty_score":0.9004061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.993812467459119,"score_gpt":0.8835084941228715,"score_spread":0.1103039733362475,"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."}}