{"id":"W1862269439","doi":"10.13034/jsst.v8i1.49","title":"NEW FAT FUELS FROZEN FLIES","year":2015,"lang":"en","type":"article","venue":"Journal of Student Science and Technology","topic":"Insect Utilization and Effects","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Western University","funders":"","keywords":"Gall; Surprise; Biology; Zoology; Food science; Ecology; Communication; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005499186,0.00005750686,0.0001210011,0.00008616435,0.0001311532,0.00007124871,0.0003918664,0.00005603799,0.00003130123],"category_scores_gemma":[0.0001770565,0.00001984843,0.00001748106,0.0009219471,0.0002319777,0.0002310861,0.0001223977,0.00009908744,0.000008092089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002907413,"about_ca_system_score_gemma":0.0000513373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001019336,"about_ca_topic_score_gemma":0.00002083399,"domain_scores_codex":[0.9991457,0.00001146187,0.000154574,0.0001016469,0.0004256254,0.0001610004],"domain_scores_gemma":[0.9993151,0.00002524433,0.0001182523,0.00002872353,0.0003695243,0.0001431889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00002800256,0.00007863208,0.1871372,0.000002580808,0.00001420903,0.00003734024,0.0006349039,0.000003501653,0.3688834,0.007007295,0.007798097,0.4283748],"study_design_scores_gemma":[0.002076782,0.005811203,0.6393668,0.0001087961,0.0000554906,0.0008920802,0.01984644,0.00007995713,0.1047863,0.04368806,0.1826953,0.0005927907],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991927,0.0003273852,0.00002659185,0.00657183,0.0002556607,0.00004552586,4.125492e-7,0.00002084654,0.0008247359],"genre_scores_gemma":[0.999211,0.00007258116,0.0002494098,0.0001790348,0.0001654591,4.345178e-7,1.430852e-7,2.466307e-7,0.0001216632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4522296,"threshold_uncertainty_score":0.1008737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02885565532530226,"score_gpt":0.2745702674179046,"score_spread":0.2457146120926024,"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."}}