{"id":"W4383552961","doi":"10.1242/jeb.246345","title":"ECR Spotlight – J. Lisa Hoogenboom","year":2023,"lang":"en","type":"article","venue":"Journal of Experimental Biology","topic":"Isotope Analysis in Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Spiny dogfish; Squalus acanthias; Variety (cybernetics); Biology; Technician; Library science; Zoology; Computer science; Political science; Biochemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.004019585,0.0005745424,0.0005727791,0.0008322428,0.001505312,0.00329264,0.0009205964,0.002406471,0.1380495],"category_scores_gemma":[0.007689496,0.0004119398,0.0002805344,0.0005342558,0.0007931903,0.002149319,0.001886287,0.003232796,0.07538089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002154824,"about_ca_system_score_gemma":0.003196393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003587004,"about_ca_topic_score_gemma":0.007981955,"domain_scores_codex":[0.9976485,0.0002945188,0.00006277369,0.0004258559,0.001364375,0.0002038864],"domain_scores_gemma":[0.9899445,0.001011642,0.0003100359,0.0003136133,0.004878005,0.003542317],"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":[0.00002242812,0.00001353254,0.00004877299,0.00001875085,8.213501e-7,0.00005041084,0.00004027367,0.0000112871,0.0003733687,0.0005347679,0.987763,0.01112261],"study_design_scores_gemma":[0.000003058583,0.00001079014,0.0002615798,0.00002392647,5.330767e-7,0.000108779,0.00008618159,0.0000401525,0.0001408553,0.0001431043,0.9991751,0.000005817038],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.004264936,0.02854635,0.004212341,0.4671977,0.2150097,0.0001761083,0.00178276,0.003344158,0.2754659],"genre_scores_gemma":[0.01160336,0.005265135,0.001661054,0.04531154,0.01362015,0.00008499729,0.0005645318,0.001414994,0.9204742],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1380495,"threshold_uncertainty_score":0.4618214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01424665034600773,"score_gpt":0.2859056809568657,"score_spread":0.271659030610858,"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."}}