{"id":"W2087990521","doi":"10.1108/13522751111137488","title":"Use of photography and video in observational research","year":2011,"lang":"en","type":"article","venue":"Qualitative Market Research An International Journal","topic":"Wine Industry and Tourism","field":"Business, Management and Accounting","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Photography; Originality; Context (archaeology); Observational methods in psychology; Strengths and weaknesses; Naturalistic observation; Coding (social sciences); Observational study; Situational ethics; Computer science; Variety (cybernetics); Interpretation (philosophy); Data collection; Multimedia; Data science; Psychology; Visual arts; Artificial intelligence; Social psychology; Sociology; Art; Geography","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01471431,0.0001099182,0.000160252,0.002257298,0.000216983,0.0004591104,0.0005867987,0.00008301016,0.002162165],"category_scores_gemma":[0.003648478,0.00009933248,0.00006005814,0.0009632741,0.0005575668,0.003697427,0.0002915148,0.001144522,0.00001889616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006606819,"about_ca_system_score_gemma":0.0001140804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004069134,"about_ca_topic_score_gemma":0.0001355575,"domain_scores_codex":[0.9961036,0.0009738551,0.0004878202,0.0002567242,0.00176345,0.0004145007],"domain_scores_gemma":[0.9947961,0.001366287,0.0001719127,0.0001445188,0.003467128,0.00005406787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003756461,0.001431999,0.6711263,0.0001017559,0.0003352174,0.000533746,0.01567747,0.000006654071,0.001376021,0.1722156,0.1225588,0.0108799],"study_design_scores_gemma":[0.0008391991,0.0001240254,0.7792439,0.0002130969,0.000004033603,0.00002401639,0.01226995,0.0008013279,0.000152356,0.1697554,0.03640375,0.0001690172],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9760314,0.00002618148,0.00006153557,0.002291075,0.0001930299,0.0001718627,0.00001404236,0.000009005918,0.02120193],"genre_scores_gemma":[0.9956363,0.0000406603,0.001640726,0.000177732,0.001895804,0.00002300889,0.00001710003,0.00001673884,0.0005519012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1081175,"threshold_uncertainty_score":0.99875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6081731915582496,"score_gpt":0.497882935841322,"score_spread":0.1102902557169276,"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."}}