{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1184577,0.0007919144,0.0005490067,0.002027142,0.02123598,0.0135828,0.005522109,0.003772378,0.004858543],"category_scores_gemma":[0.08222778,0.000517129,0.0008022793,0.0009480439,0.03500377,0.007950351,0.02715726,0.005710708,0.0003332591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01503301,"about_ca_system_score_gemma":0.01747309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01072125,"about_ca_topic_score_gemma":0.03084213,"domain_scores_codex":[0.9083965,0.07731111,0.001341951,0.002294858,0.007246699,0.003408979],"domain_scores_gemma":[0.9441354,0.03879882,0.003644328,0.004994044,0.00511226,0.003315162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003353163,0.0007919498,0.01324866,0.001307138,0.00008192499,0.000966162,0.7898482,0.0003454436,0.00194958,0.04239851,0.01486996,0.1338571],"study_design_scores_gemma":[0.00004707454,0.001042112,0.01477136,0.002971141,0.00009346831,0.0004518775,0.8671011,0.0002492118,0.003378034,0.01605008,0.09376758,0.00007699588],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8105479,0.007707087,0.01195288,0.08209188,0.001373821,0.001561766,0.000142043,0.0001453528,0.08447734],"genre_scores_gemma":[0.9776525,0.001742428,0.0115417,0.00493264,0.0001213739,0.000730636,0.00003876309,0.00006675701,0.003173321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1184577,"threshold_uncertainty_score":0.6264719,"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."}}