{"id":"W2257250305","doi":"10.25071/1708-6701.37286","title":"Obtaining a Clearer Picture through Format Upgrades","year":2013,"lang":"en","type":"article","venue":"CAML Review / Revue de l ACBM","topic":"Computer Graphics and Visualization Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Computer graphics (images); World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000320025,0.0001947349,0.0003407683,0.00007236661,0.0001263858,0.0002941662,0.001012638,0.00008512039,0.00006238782],"category_scores_gemma":[0.00007930728,0.0001659375,0.0001744615,0.0006574923,0.00003000546,0.0008886609,0.0003344842,0.000206795,0.000100026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003849866,"about_ca_system_score_gemma":0.00003783716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001542366,"about_ca_topic_score_gemma":9.882903e-7,"domain_scores_codex":[0.9986646,0.0001001632,0.0003908036,0.0003426021,0.0001646786,0.0003371058],"domain_scores_gemma":[0.9987242,0.00005868536,0.0001734663,0.0007449427,0.0001912855,0.0001074494],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[4.326327e-7,0.00004000492,0.0006038908,0.002067912,0.00002092216,0.00001248096,0.001469869,0.000001571522,0.00007681747,0.8119547,0.1176231,0.06612825],"study_design_scores_gemma":[0.0001934072,0.0001488068,0.001013962,0.005197085,0.00003082319,0.0002486287,0.00002125513,0.03680016,0.0008555066,0.0745748,0.8802586,0.0006570032],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0007800756,0.02704136,0.9644253,0.003422301,0.0001885013,0.000685675,0.000001403663,0.0005679148,0.002887515],"genre_scores_gemma":[0.3502284,0.1632692,0.4102454,0.07305111,0.0008392732,0.0009255423,0.00004687118,0.0001155985,0.001278716],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7626355,"threshold_uncertainty_score":0.6766734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0227085035508973,"score_gpt":0.2948596630594483,"score_spread":0.272151159508551,"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."}}