{"id":"W4392726204","doi":"10.16995/intransition.11269","title":"Insect Inside","year":2023,"lang":"en","type":"article","venue":"[in]Transition","topic":"Entomological Studies and Ecology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bishop's University","funders":"","keywords":"Environmental science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001606146,0.00005918283,0.0001072918,0.00001630902,0.00006097946,0.000008418256,0.00005721109,0.00007722538,0.0003061376],"category_scores_gemma":[0.00001424912,0.00002288759,0.00003665769,0.000540784,0.00002268295,0.00004464839,0.00001931124,0.00007982318,0.0001861264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002352668,"about_ca_system_score_gemma":0.000001117938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000987363,"about_ca_topic_score_gemma":0.01672124,"domain_scores_codex":[0.9993712,0.00004394866,0.0001219195,0.0001617948,0.00006238698,0.0002387797],"domain_scores_gemma":[0.9998422,0.00009389978,0.00001342686,0.0000165143,0.000008478342,0.00002552299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004034713,0.001062098,0.2804624,0.00007155273,0.00003816289,0.00132942,0.005076518,0.003441955,0.4340216,0.002868788,0.007034114,0.2641899],"study_design_scores_gemma":[0.0001404436,0.0001540481,0.9939169,0.000008848304,0.000001220798,0.000002582324,0.0003796831,0.0001847545,0.0001512456,0.002964005,0.002016507,0.00007975107],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931508,0.00004023996,0.000001127275,0.004699288,0.00008329756,0.00009257385,0.000005854809,0.00006538547,0.001861478],"genre_scores_gemma":[0.9989663,0.0001795657,0.000004698886,0.0006705856,0.00007207743,0.00002124926,0.00004403072,3.155808e-7,0.00004113118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7134545,"threshold_uncertainty_score":0.9330847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04243964525785394,"score_gpt":0.2244659050552115,"score_spread":0.1820262597973575,"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."}}