{"id":"W4306784445","doi":"10.17979/spudc.9788497498418.1023","title":"Detección y clasificación de huevos de parásitos en imágenes microscópicas","year":2022,"lang":"es","type":"book-chapter","venue":"Servizo de Publicacións da UDC eBooks","topic":"COVID-19 diagnosis using AI","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cascades (Canada)","funders":"","keywords":"Humanities; Art","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.003644751,0.002766054,0.003032873,0.002189013,0.001460438,0.001181838,0.003562731,0.002993406,0.007016385],"category_scores_gemma":[0.00126602,0.003166841,0.001911341,0.0004252967,0.0008928016,0.0003661192,0.002744817,0.005337939,0.0007324098],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006106303,"about_ca_system_score_gemma":0.006592827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002265955,"about_ca_topic_score_gemma":0.0005848045,"domain_scores_codex":[0.9863566,0.001129042,0.002605995,0.003490259,0.002194435,0.004223728],"domain_scores_gemma":[0.9875715,0.002769256,0.001477567,0.004858458,0.0006398447,0.002683368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003098515,0.003129804,0.05171826,0.0114653,0.009037434,0.009319876,0.01745986,0.0003852975,0.1856814,0.4356404,0.07972711,0.1933367],"study_design_scores_gemma":[0.003662367,0.001129845,0.004199952,0.001477117,0.002501719,0.001382785,0.0005738769,0.000529075,0.01329157,0.004458416,0.9639834,0.002809898],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3612875,0.01060738,0.002249255,0.2139547,0.008846425,0.01999786,0.007335918,0.009198238,0.3665228],"genre_scores_gemma":[0.6367553,0.004243283,0.0108033,0.148343,0.01096534,0.004497068,0.002098035,0.004011715,0.1782829],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8842562,"threshold_uncertainty_score":0.999855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03333822482612428,"score_gpt":0.304619767865128,"score_spread":0.2712815430390038,"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."}}