{"id":"W6925185128","doi":"10.17605/osf.io/n2sv5","title":"PSYCO 300 Thesis","year":2021,"lang":"en","type":"other","venue":"Open Science Framework","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Period (music); Population; Natural (archaeology); Group (periodic table)","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002105567,0.0005830531,0.001119968,0.003860564,0.002422608,0.008276618,0.001798091,0.002025062,0.7568192],"category_scores_gemma":[0.04408311,0.0004613004,0.0006837223,0.00496965,0.001393855,0.0009743423,0.001715472,0.00340995,0.2884549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007323114,"about_ca_system_score_gemma":0.03121174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1360939,"about_ca_topic_score_gemma":0.1873916,"domain_scores_codex":[0.9983934,0.0002004377,0.0001142094,0.0001657154,0.0008809659,0.0002452448],"domain_scores_gemma":[0.9857501,0.003811562,0.0008220621,0.0006629534,0.005977083,0.002976299],"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":[0.00001825943,0.00001613176,0.0003006683,0.0005493315,0.000005252261,0.00001264998,0.00006138386,0.00002465354,0.000005881647,0.002296733,0.9777474,0.01896165],"study_design_scores_gemma":[0.0002766506,0.00001806243,0.006306872,0.004559807,0.00002110826,0.00003636917,0.0006389947,0.00009145172,0.00002358362,0.004538462,0.9834759,0.00001272563],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001088357,0.00464281,0.0004721717,0.08333896,0.04289264,0.001392132,0.09804234,0.001177808,0.7669527],"genre_scores_gemma":[0.02223979,0.01136972,0.001454369,0.03986546,0.009605626,0.004736509,0.03312938,0.001312088,0.876287],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2431808,"threshold_uncertainty_score":0.3468679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04849459374223843,"score_gpt":0.4155928375296754,"score_spread":0.367098243787437,"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."}}