{"id":"W4283642871","doi":"10.36834/cmej.75251","title":"Fractals","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Digital Imaging for Blood Diseases","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"NOSM University; Laurentian University; Lakehead University","funders":"","keywords":"Computer science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003796142,0.00005646303,0.00005969492,0.0002571723,0.0004463496,0.0003193671,0.001104959,0.00001739285,0.01957736],"category_scores_gemma":[0.003130193,0.00005940608,0.00004791931,0.0003289261,0.00003508769,0.0004857302,0.0000865352,0.0003807293,0.00009512017],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003044582,"about_ca_system_score_gemma":0.06284767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001654129,"about_ca_topic_score_gemma":0.0005410977,"domain_scores_codex":[0.9986551,0.00006687783,0.0001583236,0.0001274719,0.0007325368,0.0002596431],"domain_scores_gemma":[0.9924643,0.00002367511,0.00005509531,0.0002005376,0.00008988345,0.00716652],"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":[4.173495e-7,0.0001045788,0.000388243,0.000001374372,0.000007000423,0.0001273105,0.0002271362,0.00001021156,9.34465e-7,0.01951892,0.70637,0.2732439],"study_design_scores_gemma":[0.0001011543,0.0000236539,0.0009471989,0.000008209624,0.00000254341,0.002127503,0.0002290789,0.0007400231,0.000003290315,0.00773441,0.9879899,0.00009305959],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06433166,0.004630027,0.008146931,0.6807414,0.02406727,0.0003270271,0.00003689206,0.0002563403,0.2174624],"genre_scores_gemma":[0.8581417,0.000007565889,0.002309534,0.1371792,0.0004654695,0.0000243088,0.000007642342,0.00001009328,0.001854498],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7938101,"threshold_uncertainty_score":0.9813189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007048651809361214,"score_gpt":0.259273834037723,"score_spread":0.2522251822283618,"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."}}