{"id":"W2088807226","doi":"10.1186/1472-6920-14-11","title":"Current usage and future trends in gross digital photography in Canada","year":2014,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Digital Imaging in Medicine","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Calgary Laboratory Services; University of Calgary","funders":"","keywords":"Photography; Medical education; Current (fluid); Medical physics; Medicine; Visual arts; Oceanography; Geology; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002836115,0.0001211595,0.0002344479,0.0003109292,0.00001269756,0.0000235488,0.00008135733,0.00005194051,0.0001677973],"category_scores_gemma":[0.0009356271,0.0001002093,0.00002467437,0.0005483112,0.00009325956,0.0001354902,0.00002399132,0.0003004235,0.000002993214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002083064,"about_ca_system_score_gemma":0.002979231,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0889452,"about_ca_topic_score_gemma":0.4111301,"domain_scores_codex":[0.9986267,0.00003447025,0.0003005493,0.000248193,0.0005620711,0.0002279978],"domain_scores_gemma":[0.9992167,0.0001168568,0.00004666376,0.000180896,0.0000329122,0.0004059539],"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":[0.0000156909,0.0001843355,0.4900121,0.0000866449,0.000001572962,0.000003790841,0.0001280121,1.217604e-7,0.00000189309,0.00008141925,0.005944724,0.5035396],"study_design_scores_gemma":[0.001348369,0.00004983949,0.9090163,0.0005371546,0.000009533144,0.00005054902,0.0005789308,0.0008460113,0.000006304319,0.0001389554,0.08730621,0.0001118208],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841462,0.001090894,0.00006674531,0.004725045,0.001389416,0.0001363354,0.000002953021,0.00001727968,0.008425117],"genre_scores_gemma":[0.9973117,0.00009850228,0.0001233186,0.001437997,0.000730118,0.0000284412,0.0001371457,0.00001207815,0.00012071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5034278,"threshold_uncertainty_score":0.9171216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008117311997464455,"score_gpt":0.2935542031912205,"score_spread":0.285436891193756,"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."}}