{"id":"W7126407426","doi":"10.21428/594757db.38c6c547","title":"From Data Annotation to AI Prediction: Streamlining Histopathology Analysis in Acute Respiratory Distress Syndrome","year":2025,"lang":"en","type":"article","venue":"","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Carleton University; University of Ottawa","funders":"","keywords":"Expediting; Workflow; Acute respiratory distress; Data curation; Annotation; Oncologic surgery; Documentation; Histopathology","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":[0.01166559,0.001715938,0.001089981,0.003849781,0.001349222,0.004333295,0.00204858,0.00151061,0.003675266],"category_scores_gemma":[0.03096032,0.0009676795,0.001571785,0.001835544,0.00113788,0.002643938,0.004253276,0.002542047,0.004164177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001191807,"about_ca_system_score_gemma":0.003692823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004011187,"about_ca_topic_score_gemma":0.01022693,"domain_scores_codex":[0.9948625,0.001875616,0.0005720333,0.001413535,0.001035612,0.0002407407],"domain_scores_gemma":[0.9823668,0.008206544,0.001526853,0.003487831,0.003701287,0.0007106664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001240225,0.000313852,0.04067672,0.001980859,0.0003871447,0.001042955,0.002231798,0.01877749,0.084551,0.005723983,0.1267533,0.7163208],"study_design_scores_gemma":[0.0003187512,0.0006021801,0.04606193,0.001191261,0.0004879622,0.002797375,0.001937493,0.4042706,0.2271443,0.06111736,0.2535156,0.0005552926],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04563866,0.002036493,0.8348864,0.004336582,0.0009475268,0.0006695282,0.007368612,0.1008709,0.003245343],"genre_scores_gemma":[0.1511893,0.001146874,0.8203875,0.001716453,0.0004159438,0.0007179154,0.01226346,0.009400066,0.002762563],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01166559,"threshold_uncertainty_score":0.06169432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01134055736471155,"score_gpt":0.3176750463227362,"score_spread":0.3063344889580247,"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."}}