{"id":"W6939794851","doi":"10.6084/m9.figshare.c.6443621","title":"SHW - expression bias analysis - supporting data","year":2023,"lang":"en","type":"other","venue":"Figshare","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Colleges and Universities","keywords":"Expression (computer science); Likelihood-ratio test; Test (biology); Maximum likelihood; Statistical analysis","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00005012955,0.0001573021,0.0002234028,0.0000508774,0.00007752296,0.00008130736,0.0006196678,0.0002074479,0.9715559],"category_scores_gemma":[0.00169202,0.00005701866,0.0001306398,0.0006061167,4.123474e-7,0.00007387615,0.0003444981,0.0001561249,0.05309166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006600919,"about_ca_system_score_gemma":0.000005897506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001200881,"about_ca_topic_score_gemma":0.00426257,"domain_scores_codex":[0.9989974,0.0000371985,0.0001639876,0.0004174513,0.0001749371,0.0002090604],"domain_scores_gemma":[0.9981497,0.001318915,0.0002319612,0.0002037115,0.0000173673,0.00007833618],"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":[0.000001176999,0.00000807456,0.0003556014,0.00001417874,0.00007172392,0.00001596159,0.000002753371,6.53246e-7,0.0002163862,6.5909e-7,0.9960762,0.003236608],"study_design_scores_gemma":[0.000004235293,0.000008297317,0.0002633078,0.001117859,0.00007119546,0.000001716409,0.00001736803,0.0001331056,0.00004138069,0.000002571143,0.998175,0.0001639833],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.000008410728,0.0002108933,6.271408e-8,0.00004189523,0.0001021221,0.0001035148,0.8438233,0.0004969796,0.1552128],"genre_scores_gemma":[0.0001211359,0.00007608662,0.00001145571,0.00004402718,0.0006155451,0.00002442943,0.7898674,0.00001359996,0.2092263],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.9184642,"threshold_uncertainty_score":0.9476456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.136102702217764,"score_gpt":0.3011969572114175,"score_spread":0.1650942549936535,"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."}}