{"id":"W7067830479","doi":"","title":"Nathan Ingham - July 29, 2022","year":2022,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Gene expression and cancer classification","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Period (music); Gloom; Watt; Work (physics)","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":[0.0004444861,0.0009479897,0.0004675876,0.0006463379,0.002352633,0.002726888,0.000696683,0.00176476,0.7029394],"category_scores_gemma":[0.001186102,0.0004178171,0.0004184246,0.0003848075,0.0003957875,0.0009613828,0.0024174,0.001920191,0.6298282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001410449,"about_ca_system_score_gemma":0.002893382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04001819,"about_ca_topic_score_gemma":0.2052426,"domain_scores_codex":[0.9996442,0.00002089417,0.000007651328,0.00006056975,0.0001514743,0.0001153354],"domain_scores_gemma":[0.9991372,0.00003201939,0.00001568128,0.00003028117,0.0002261642,0.0005586275],"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":[0.000006966171,0.000003561421,0.00002662904,0.000007438881,4.332203e-7,0.00001604436,0.000004731905,0.000006920442,0.00003414782,0.0002217567,0.9926043,0.007067095],"study_design_scores_gemma":[0.000001899241,0.000003717022,0.0001527223,0.00001510923,4.642033e-7,0.00001362517,0.00001968889,0.000008003029,0.00002449945,0.0000607372,0.9996974,0.00000209644],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003761405,0.001792789,0.0002492644,0.007196657,0.01394878,0.00009208124,0.001777592,0.0007993419,0.9737673],"genre_scores_gemma":[0.0002276089,0.0001939944,0.00002715802,0.00059896,0.0001306843,0.000007258563,0.0001395667,0.00005502198,0.9986197],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2970606,"threshold_uncertainty_score":0.4237209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005072084997879775,"score_gpt":0.1925361567261263,"score_spread":0.1874640717282466,"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."}}