{"id":"W4409169393","doi":"10.14351/0831-4985-36.1.12","title":"An Evaluation of Prepreparation Storage of Frozen Zoological Specimens","year":2022,"lang":"en","type":"article","venue":"Collection Forum","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Alberta Museum; University of Alberta","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003463929,0.0005150754,0.0002882506,0.001070735,0.0009016452,0.0007344221,0.0007985689,0.0004866836,0.001731976],"category_scores_gemma":[0.004064729,0.0001838291,0.0004154912,0.001009739,0.0006208852,0.0008305621,0.0004766796,0.0005371993,0.000605425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004432125,"about_ca_system_score_gemma":0.0004445267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002192423,"about_ca_topic_score_gemma":0.004121915,"domain_scores_codex":[0.998434,0.0003802844,0.0002974707,0.0002604263,0.0005239697,0.0001038753],"domain_scores_gemma":[0.9953946,0.0007382492,0.0008506849,0.000474969,0.002361097,0.0001802775],"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":[0.002936689,0.0004690784,0.09649739,0.001348289,0.0002576894,0.0009311276,0.002078057,0.001743695,0.8199103,0.0003836567,0.001075976,0.07236798],"study_design_scores_gemma":[0.00003950189,0.008315996,0.2780547,0.0004092521,0.0006064946,0.001861015,0.002244947,0.002537192,0.6902105,0.0002228632,0.01541633,0.00008123154],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843179,0.004788082,0.006647307,0.0001837401,0.0002176066,0.0002540806,0.00082539,0.00009004637,0.002675893],"genre_scores_gemma":[0.9707701,0.002836808,0.02006949,0.0002767202,0.00007918503,0.00030007,0.002602808,0.0000932509,0.002971594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003463929,"threshold_uncertainty_score":0.01831919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04582030619179425,"score_gpt":0.2967819993548253,"score_spread":0.2509616931630311,"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."}}