{"id":"W4393971060","doi":"10.1002/9781119763222.ch16","title":"Discrete Complex Image Method","year":2024,"lang":"en","type":"other","venue":"","topic":"Medical Image Segmentation Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Image (mathematics); Computer science; Artificial intelligence; Computer vision; Computer graphics (images); Geology","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":[],"consensus_categories":[],"category_scores_codex":[0.0005461533,0.0005622038,0.0006076174,0.0009810055,0.0004161346,0.002082209,0.001614238,0.000855791,0.02463968],"category_scores_gemma":[0.002029377,0.0002416974,0.000586601,0.000780941,0.0007372364,0.001554739,0.00159423,0.001625646,0.008558521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006014706,"about_ca_system_score_gemma":0.0009122246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001134314,"about_ca_topic_score_gemma":0.001027881,"domain_scores_codex":[0.9995248,0.00009532321,0.00002187329,0.00008130225,0.0002394262,0.00003721163],"domain_scores_gemma":[0.9994598,0.0001767124,0.00002547918,0.0001225254,0.0001801733,0.00003526931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004842219,0.00003201314,0.0002647062,0.0002836189,0.00002489423,0.0001345153,0.0001224333,0.03119701,0.00560008,0.7106547,0.02207162,0.2295659],"study_design_scores_gemma":[0.00003214547,0.00004227998,0.0002724706,0.0001131762,0.00001671924,0.0006365462,0.00009843599,0.578501,0.006533695,0.2065646,0.2071518,0.00003716032],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0008971735,0.0005865842,0.9735946,0.0002591304,0.0002400156,0.00005111772,0.0001967653,0.0004377456,0.02373686],"genre_scores_gemma":[0.06854685,0.002077822,0.8703213,0.0004961388,0.0003312212,0.0002921954,0.0006635233,0.0008095977,0.05646141],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02463968,"threshold_uncertainty_score":0.08242798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02850025052043858,"score_gpt":0.3855002025162273,"score_spread":0.3569999519957887,"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."}}