{"id":"W7001418007","doi":"","title":"Just Give Mutants A Chance: Dr. Linda Chelico","year":2022,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Human health; Work (physics); Fungus; Flora (microbiology); Biodiversity","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":[0.001731751,0.001371287,0.0007983548,0.0007395976,0.004646761,0.004862821,0.00121639,0.005173184,0.1356613],"category_scores_gemma":[0.007364438,0.0006101037,0.0007355651,0.0002944806,0.001274808,0.004718445,0.003312113,0.009366038,0.06234532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001863987,"about_ca_system_score_gemma":0.003755479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007811282,"about_ca_topic_score_gemma":0.01878094,"domain_scores_codex":[0.9984861,0.0003068527,0.00007067493,0.0003122943,0.0004365077,0.0003875566],"domain_scores_gemma":[0.9914215,0.0003637609,0.0001862569,0.0001647397,0.001831137,0.006032528],"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":[0.00002282822,0.00006304467,0.000466805,0.00003206224,0.000003129368,0.0002039798,0.00015115,0.000007533599,0.0001196727,0.0001975357,0.982736,0.01599625],"study_design_scores_gemma":[0.00002491305,0.0001101297,0.001013448,0.0001874093,0.00001228487,0.001399697,0.002527033,0.00004296968,0.0001835527,0.000687406,0.9937764,0.00003475946],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.004937281,0.02061015,0.002333402,0.7804841,0.1066875,0.0002882182,0.0005645101,0.002760979,0.08133385],"genre_scores_gemma":[0.01599617,0.01273291,0.003157426,0.4733723,0.01175692,0.0002881278,0.0004812854,0.0006648038,0.4815502],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8643388,"threshold_uncertainty_score":0.4538321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01052448137778188,"score_gpt":0.21158547094538,"score_spread":0.2010609895675982,"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."}}