{"id":"W7066291009","doi":"","title":"Generalist Field Work I & II","year":2020,"lang":"en","type":"article","venue":"CSUSB ScholarWorks (California State University, San Bernardino)","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Generalist and specialist species; Work (physics); Field (mathematics); Syllabus; Process (computing); Quarter (Canadian coin); Formality","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":[],"category_scores_codex":[0.0007175861,0.0005037381,0.0002832305,0.0007542705,0.001687038,0.001501588,0.0009569105,0.0008320644,0.4166218],"category_scores_gemma":[0.001515079,0.0003303322,0.0002831638,0.0004985824,0.0004930661,0.0007095439,0.001960254,0.001448338,0.253763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001873315,"about_ca_system_score_gemma":0.005267781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009061852,"about_ca_topic_score_gemma":0.02951852,"domain_scores_codex":[0.9995801,0.00005018779,0.00001442426,0.00005834792,0.0001219963,0.0001749429],"domain_scores_gemma":[0.9970847,0.0001691212,0.0001143026,0.0001509845,0.0007374001,0.001743494],"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":[0.0001506301,0.000420113,0.0008216186,0.00008442195,8.187709e-7,0.00006031104,0.0002683927,0.0001028498,0.001897989,0.002930952,0.9002224,0.09303952],"study_design_scores_gemma":[0.00004723803,0.0001958631,0.01098401,0.0000645336,9.655719e-7,0.00008324306,0.0006029903,0.0002798853,0.0008409809,0.001894264,0.9849948,0.000011253],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02318936,0.0001359963,0.003201993,0.00480392,0.001896398,0.001445294,0.006210426,0.002886062,0.9562305],"genre_scores_gemma":[0.03224804,0.0001479968,0.004657905,0.00203321,0.0002730922,0.0005485478,0.004064536,0.0004395842,0.9555871],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4166218,"threshold_uncertainty_score":0.8321182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02571224104015299,"score_gpt":0.2341387236745084,"score_spread":0.2084264826343554,"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."}}