{"id":"W7023219656","doi":"","title":"A Handful of Dust","year":2015,"lang":"en","type":"book","venue":"WestminsterResearch (University of Westminster)","topic":"Photography and Visual Culture","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Exhibition; Photography; Amateur; Modernity; Metaphor; History of photography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005244426,0.0004474603,0.0009983097,0.0008515483,0.0002895554,0.00006619633,0.001258912,0.000429825,0.004229348],"category_scores_gemma":[0.00003278851,0.0004750607,0.000560533,0.0001302754,0.002472623,0.0004874946,0.0005042028,0.0007873049,0.0002784578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001453804,"about_ca_system_score_gemma":0.00100649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009937767,"about_ca_topic_score_gemma":0.004505976,"domain_scores_codex":[0.9972137,0.000132572,0.0004074916,0.0005351293,0.001198147,0.0005130079],"domain_scores_gemma":[0.9972337,0.000112783,0.0005524839,0.0007257636,0.001020488,0.0003548091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008326758,0.0007200469,0.0001139238,0.002411421,0.0009190213,0.0002854541,0.1135498,0.000001477455,0.0003483544,0.09916175,0.7742238,0.00743231],"study_design_scores_gemma":[0.001246158,0.001054091,0.00006938868,0.0009445142,0.000187821,0.000009142021,0.01169518,0.00002224288,0.00007165953,0.001981632,0.9822161,0.0005020471],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01562204,0.0007412024,0.00001104556,0.0001187634,0.0004598654,0.0006496565,0.00134197,0.00007747576,0.980978],"genre_scores_gemma":[0.0843376,0.0001476865,0.00005902733,0.00004256875,0.0004340672,0.0000012929,0.0004730888,0.00006147414,0.9144432],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2079923,"threshold_uncertainty_score":0.9997701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08804213586119808,"score_gpt":0.2551418826609856,"score_spread":0.1670997467997875,"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."}}