{"id":"W4231340752","doi":"10.1179/014788805794775334","title":"Issues About Tissues, Part I: The Objectives of Histopathology","year":2005,"lang":"en","type":"article","venue":"Journal of Histotechnology","topic":"AI in cancer detection","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Histopathology; Medicine; Pathology; Autopsy; Biopsy; Demise; Medical physics; General surgery; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03041772,0.0006662885,0.0006465991,0.002200669,0.002926971,0.009163022,0.00191548,0.004155466,0.005077074],"category_scores_gemma":[0.0406348,0.0007104313,0.0005255811,0.001396757,0.01675402,0.00973059,0.003395244,0.007000099,0.002716944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004647556,"about_ca_system_score_gemma":0.005465406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002514645,"about_ca_topic_score_gemma":0.0041076,"domain_scores_codex":[0.9883351,0.005546183,0.001488141,0.0007003691,0.003478613,0.0004515825],"domain_scores_gemma":[0.96649,0.01382799,0.002437815,0.00388705,0.01136025,0.001996867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009518561,0.00006205334,0.005441013,0.002076717,0.0000354273,0.0004956677,0.004091843,0.0003427435,0.003293127,0.3412718,0.1921489,0.4506455],"study_design_scores_gemma":[0.00001092696,0.0001166629,0.007185264,0.0026569,0.00004461967,0.004661078,0.006061289,0.0002567803,0.0020687,0.1478045,0.82908,0.00005332158],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.008678067,0.1964034,0.0684284,0.5626138,0.02850585,0.0002500943,0.0002181026,0.0002152722,0.134687],"genre_scores_gemma":[0.3061518,0.2604126,0.117067,0.1342635,0.07354044,0.0009568754,0.0004178389,0.0008071327,0.1063827],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03041772,"threshold_uncertainty_score":0.1608662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009135932362235073,"score_gpt":0.2540000179793538,"score_spread":0.2448640856171188,"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."}}