{"id":"W6903401989","doi":"10.11575/prism/33767","title":"Current usage and future trends in gross digital photography in Canada","year":2014,"lang":"en","type":"other","venue":"University of Calgary","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Current (fluid); Photography; Digital photography; Digital imaging","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008057154,0.0003182276,0.0003209971,0.005215032,0.003435512,0.004398526,0.001448331,0.0004802144,0.03396849],"category_scores_gemma":[0.003177467,0.0002121556,0.0003632168,0.01200213,0.001442149,0.0009137352,0.001272037,0.0007434265,0.004347273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04201477,"about_ca_system_score_gemma":0.06753438,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9894149,"about_ca_topic_score_gemma":0.9962648,"domain_scores_codex":[0.9980599,0.00006512522,0.00006333257,0.0001429364,0.001268064,0.0004006538],"domain_scores_gemma":[0.9930251,0.0002830611,0.0002791373,0.0001099592,0.004755659,0.001547128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002592517,0.0001068103,0.2019808,0.001523593,0.00004833648,0.0007257134,0.006139755,0.0007011135,0.002481544,0.01174417,0.2922968,0.4819922],"study_design_scores_gemma":[0.000009532862,0.00002455845,0.5789768,0.0005709148,0.00002741575,0.0004367018,0.01238134,0.0004702042,0.0009736988,0.0003810231,0.4056917,0.00005611393],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3316663,0.03423718,0.001316534,0.01754868,0.0007692128,0.0002767941,0.05342318,0.001509851,0.5592524],"genre_scores_gemma":[0.5593482,0.04795851,0.003908571,0.00198538,0.0001451792,0.00006096499,0.01974638,0.0004833334,0.3663636],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04201477,"threshold_uncertainty_score":0.30484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004216337050470411,"score_gpt":0.1736778109987457,"score_spread":0.1694614739482753,"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."}}