{"id":"W4385803761","doi":"10.1093/af/vfad034","title":"Insects as global opportunity","year":2023,"lang":"en","type":"article","venue":"Animal Frontiers","topic":"Insect Utilization and Effects","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biology; Zoology; Ecology","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":[0.0007570526,0.0008178591,0.0004351302,0.001117278,0.002896094,0.006562605,0.000584575,0.002869446,0.06045646],"category_scores_gemma":[0.0009129073,0.0001762747,0.0002634389,0.001058494,0.003360519,0.004612045,0.004604523,0.0032211,0.0118903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001751732,"about_ca_system_score_gemma":0.001450834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001827445,"about_ca_topic_score_gemma":0.003268147,"domain_scores_codex":[0.9994067,0.0001457267,0.0000198924,0.00009213297,0.0001187008,0.0002169288],"domain_scores_gemma":[0.9995868,0.00005314686,0.0000520516,0.00004200932,0.00004971969,0.0002163726],"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":[0.00008064505,0.00004217609,0.001207987,0.0005271037,0.00001754257,0.0005414177,0.003779624,0.0000977024,0.0009009514,0.3577299,0.428375,0.2067],"study_design_scores_gemma":[0.000001693538,0.00001318687,0.0004247406,0.00009860325,0.000001788627,0.0001324096,0.0004062421,0.000007840511,0.00003887693,0.005025942,0.993845,0.000003602391],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006824976,0.1187988,0.001119269,0.05817721,0.008039851,0.00007160331,0.0006544769,0.0002864791,0.8060273],"genre_scores_gemma":[0.2109932,0.1287642,0.003457847,0.06120392,0.009936941,0.0002340817,0.001468509,0.0003163712,0.583625],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06045646,"threshold_uncertainty_score":0.202247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02691339974321955,"score_gpt":0.2458506146846896,"score_spread":0.2189372149414701,"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."}}