{"id":"W4408932328","doi":"10.17504/protocols.io.n2bvj311wlk5/v1","title":"Salmaso Lab TRAP Adaptation v1","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Biological Research and Disease Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Trap (plumbing); Adaptation (eye); Computer science; Physics; Optics; Meteorology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002924907,0.002353912,0.002454211,0.003075256,0.002688793,0.002626691,0.00420241,0.002511968,0.1991326],"category_scores_gemma":[0.004049666,0.002676628,0.002416066,0.001569588,0.001218966,0.001369957,0.006335292,0.005645243,0.2364699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005855637,"about_ca_system_score_gemma":0.001649344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001555899,"about_ca_topic_score_gemma":0.003151604,"domain_scores_codex":[0.9965836,0.0006717338,0.000341729,0.0008124709,0.0009299757,0.0006604702],"domain_scores_gemma":[0.9974862,0.0003817393,0.00008528029,0.00146842,0.0003116842,0.0002667075],"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":[0.001936809,0.0004498614,0.002201179,0.00282558,0.0003713223,0.0009540893,0.0009218216,0.0007665738,0.4109933,0.01246301,0.467347,0.09876949],"study_design_scores_gemma":[0.0001644639,0.0001646153,0.002487183,0.000222846,0.0001218926,0.0009499634,0.0001171639,0.0008806894,0.1041702,0.004578128,0.8859487,0.00019415],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.02025205,0.002901963,0.4901638,0.001411509,0.00398362,0.009619197,0.2608244,0.1531565,0.05768685],"genre_scores_gemma":[0.04029256,0.002538892,0.3199393,0.00266062,0.0005840284,0.02108711,0.3733899,0.100276,0.1392317],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.1991326,"threshold_uncertainty_score":0.6661649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03976281547242912,"score_gpt":0.3243359600247747,"score_spread":0.2845731445523456,"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."}}