{"id":"W6925063195","doi":"10.17605/osf.io/5hc6s","title":"Data and code for \"Herbicide Application Improves Plethodontid Salamander Habitat Conditions in Regenerating Clear-cut Forests\"","year":2024,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Salamander; Code (set theory); Habitat; Caudata","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003421337,0.0001727908,0.0002665172,0.0001637871,0.000176415,0.0001188784,0.0003017462,0.0001831965,0.004368794],"category_scores_gemma":[0.002959135,0.0001816971,0.00006091072,0.0002051365,0.0001264451,0.000330169,0.0003326288,0.0003518231,0.01821627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001734876,"about_ca_system_score_gemma":0.000269394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004158453,"about_ca_topic_score_gemma":0.006080982,"domain_scores_codex":[0.9972503,0.000160936,0.0006289888,0.001474364,0.0001722765,0.000313144],"domain_scores_gemma":[0.996574,0.001145246,0.0001032684,0.001875305,0.000142004,0.000160176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006427864,0.0005610583,0.2835677,0.002655614,0.0002232591,0.00002073212,0.007617209,0.0009064547,0.08124232,0.02581784,0.05753874,0.5392063],"study_design_scores_gemma":[0.0006907413,0.0000343144,0.1937862,0.002003542,0.0004656362,0.0002533017,0.004497275,0.4491896,0.1000524,0.07906991,0.1689097,0.001047417],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9154123,0.00007081988,0.05717285,0.006474423,0.0005157599,0.00323822,0.0002268849,0.00021473,0.01667403],"genre_scores_gemma":[0.980092,0.0001651098,0.007402136,0.000332833,0.0003090128,0.0007812908,0.0005111306,0.00004765601,0.01035878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5381589,"threshold_uncertainty_score":0.9965413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1099844477616273,"score_gpt":0.4212904171286159,"score_spread":0.3113059693669886,"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."}}