{"id":"W6921805960","doi":"10.11575/prism/35117","title":"When should we expect microbial phenotypic traits to predict microbial abundances?","year":2012,"lang":"en","type":"other","venue":"University of Calgary","topic":"Medical History and Research","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Phenotype; Ectotherm; Identification (biology); Population","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":[],"category_scores_codex":[0.0001212746,0.0002239293,0.0004063337,0.0003326022,0.000227173,0.00001619841,0.0005402311,0.0002759895,0.136617],"category_scores_gemma":[0.00001061296,0.0002216512,0.0001838283,0.00003178353,0.0008417678,0.00007019309,0.0001452118,0.0003915832,0.000763362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008486857,"about_ca_system_score_gemma":0.0001456317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001392257,"about_ca_topic_score_gemma":0.004255853,"domain_scores_codex":[0.9987761,0.00009719909,0.0001369203,0.0002968816,0.0003255433,0.0003673855],"domain_scores_gemma":[0.999305,0.00003735266,0.0001117982,0.0002144989,0.00004792046,0.0002834125],"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":[0.000145662,0.000124687,0.000003601368,0.0002612321,0.0001026969,0.00002820761,0.02059376,8.127856e-8,0.0002297291,0.005180364,0.9664661,0.006863862],"study_design_scores_gemma":[0.0005103362,0.00008993482,0.000009042355,0.0003500856,0.00007106741,0.000001398456,0.0007147791,9.431126e-7,0.00002446672,0.00003688832,0.9979486,0.0002424933],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002464738,0.002057767,0.0002630138,0.0004315795,0.001252003,0.0004097278,0.0002476349,0.0001212339,0.9949706],"genre_scores_gemma":[0.0005010151,0.0001260017,0.0005262294,0.00017322,0.001746078,4.375132e-7,0.00006246886,0.0001011811,0.9967633],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1358536,"threshold_uncertainty_score":0.9811729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03734562463288069,"score_gpt":0.2177613725278505,"score_spread":0.1804157478949699,"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."}}