{"id":"W2398467634","doi":"10.13034/jsst.v8i3.98","title":"Our Sinking Ship!","year":2015,"lang":"en","type":"article","venue":"Journal of Student Science and Technology","topic":"Marine Ecology and Invasive Species","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Invasive species; Geography; Ecology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001196769,0.00005834055,0.0001209604,0.0002153174,0.000150098,0.0000304202,0.0005360994,0.00005401262,0.00005964428],"category_scores_gemma":[0.0003261805,0.00004261013,0.0000137918,0.0006854203,0.0008150776,0.0003807321,0.0005297618,0.0001844014,0.00004409646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001275003,"about_ca_system_score_gemma":0.00006449019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000444583,"about_ca_topic_score_gemma":0.0000205913,"domain_scores_codex":[0.9990198,0.00001026709,0.0001815891,0.0001245401,0.0004686563,0.0001951372],"domain_scores_gemma":[0.9995418,0.000009979486,0.0001517326,0.00009761455,0.00009931543,0.00009955681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004440325,0.00005059755,0.9824255,5.9795e-7,0.00000429172,0.00003879632,0.0002140078,0.00001001602,0.004631574,0.002287168,0.003468886,0.006864128],"study_design_scores_gemma":[0.000768076,0.001082898,0.9245792,0.00001376281,0.00001944718,0.0007682083,0.008781582,0.00003311153,0.005391812,0.02434131,0.03404878,0.0001718234],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806101,0.00006464693,0.00003705224,0.007680344,0.0003082227,0.00003699299,7.279893e-8,0.00001078815,0.01125182],"genre_scores_gemma":[0.9986587,0.00003380552,0.0008432576,0.0002185429,0.00003703101,7.688646e-7,1.557186e-8,0.000001813175,0.0002061139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0578463,"threshold_uncertainty_score":0.3003187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02923929556686434,"score_gpt":0.2924899124920792,"score_spread":0.2632506169252148,"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."}}