{"id":"W4233689197","doi":"10.1017/cbo9781139523967.002","title":"Introduction","year":2015,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Digital Image Processing Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Computer graphics (images); Computer graphics; Graphics; Artificial intelligence; Computer vision","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005945255,0.001004844,0.0007317743,0.001374304,0.001488098,0.003858168,0.001953845,0.002281252,0.3973336],"category_scores_gemma":[0.002333055,0.0003526957,0.0006176458,0.001271288,0.0007340938,0.003526708,0.002566615,0.002138665,0.2624331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001355952,"about_ca_system_score_gemma":0.001683955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001983471,"about_ca_topic_score_gemma":0.002429621,"domain_scores_codex":[0.9991742,0.00007393221,0.00004150161,0.0001895795,0.0004334766,0.00008740879],"domain_scores_gemma":[0.9993373,0.0001163729,0.00003550417,0.00008129218,0.00031306,0.0001164891],"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":[0.00004260505,0.00005869805,0.0002399394,0.0005298885,0.000006427103,0.0001514661,0.0004862152,0.0002588254,0.000766854,0.05942475,0.6749362,0.2630982],"study_design_scores_gemma":[0.000001287355,0.000007101662,0.00007163305,0.0001054736,0.000001088932,0.00008118289,0.00003946261,0.0000177395,0.00005588192,0.002795523,0.9968208,0.000002807223],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00125013,0.02281938,0.01125777,0.007463675,0.009990206,0.0002642431,0.003651024,0.001850623,0.9414531],"genre_scores_gemma":[0.004778973,0.01545121,0.005811732,0.003599282,0.002124558,0.000158589,0.004197492,0.0005319902,0.9633462],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6026664,"threshold_uncertainty_score":0.8596305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03152767487593279,"score_gpt":0.2150119010032083,"score_spread":0.1834842261272755,"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."}}