{"id":"W7085084624","doi":"10.14351/0831-4985-36.1.40","title":"GOLD STANDARD PRESERVATION: ASSESSING THE EFFECTS OF FREEZING GILDED INSECTS FOR INTEGRATED PEST MANAGEMENT, AND A CRITICAL DIALOGUE ON ART–SCIENCE COLLABORATION","year":2025,"lang":"en","type":"article","venue":"Collection Forum","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Exhibition; Openness to experience; Subject (documents); Integrated pest management; Adaptation (eye)","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":[0.0004373467,0.0000793379,0.0001477658,0.0003988873,0.0005051032,0.0001603475,0.00007725479,0.00004466539,0.000009834152],"category_scores_gemma":[0.004834933,0.00005909554,0.00004968844,0.001818807,0.0002366739,0.0003096113,0.00005022958,0.0001273735,0.000001114576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001871299,"about_ca_system_score_gemma":0.0002783799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002035741,"about_ca_topic_score_gemma":0.0001362624,"domain_scores_codex":[0.9990599,0.00007455544,0.0002046043,0.0001990092,0.0002563522,0.0002056056],"domain_scores_gemma":[0.9985517,0.0005121036,0.00004636255,0.0001633872,0.0006673153,0.00005913503],"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":[0.001362957,0.0004777223,0.005956369,0.002554282,0.0001999368,0.000007455808,0.0004854972,0.00001254081,0.05241612,0.1167849,0.8033924,0.01634985],"study_design_scores_gemma":[0.01765955,0.02963521,0.06658123,0.0111354,0.0007629912,0.00002441665,0.009264427,0.09239448,0.3532203,0.0244107,0.3943104,0.0006008635],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3720137,0.0008320367,0.3743234,0.05233235,0.00195427,0.01082673,0.0001320026,0.0002640512,0.1873215],"genre_scores_gemma":[0.9610089,0.00003928309,0.0007587799,0.0002323002,0.00002738708,0.0003035404,0.00002556412,0.000006734063,0.03759753],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5889952,"threshold_uncertainty_score":0.5788216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01734237315637426,"score_gpt":0.3598219094258091,"score_spread":0.3424795362694348,"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."}}