{"id":"W4394389940","doi":"10.6084/m9.figshare.16807495","title":"BIOL 3250 Birdwatching dataset.pdf","year":2021,"lang":"en","type":"dataset","venue":"Figshare","topic":"Data Analysis with R","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["metaepi_narrow","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001279303,0.0004870887,0.000561884,0.00031408,0.0001822986,0.001242948,0.006213408,0.0003331713,0.3547379],"category_scores_gemma":[0.001215853,0.0004644689,0.0002017563,0.001019274,0.000007835525,0.0009384893,0.004776889,0.0007343426,0.1315712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008169573,"about_ca_system_score_gemma":0.000409971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001577782,"about_ca_topic_score_gemma":0.0002873908,"domain_scores_codex":[0.996766,0.0001552854,0.0004591134,0.001338011,0.0007363528,0.0005451865],"domain_scores_gemma":[0.9942936,0.000234038,0.0003796786,0.004716948,0.0001356824,0.0002400519],"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":[4.441629e-7,0.00003830736,1.775806e-7,0.0002177913,0.00007966037,0.0004770095,0.000003900642,0.000004791179,0.000001319247,0.000001857076,0.9977786,0.00139616],"study_design_scores_gemma":[0.00009721236,0.00001366395,0.000007084208,0.001416918,0.00003908495,0.00004212456,0.000002935159,0.0004746665,0.00002951505,0.00001020404,0.9973151,0.0005514749],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[1.753155e-8,0.000453928,0.00007403842,0.0001495667,0.0002680085,0.0001508758,0.9986993,0.0001184673,0.00008580676],"genre_scores_gemma":[1.187806e-7,0.00002937616,0.001238951,0.001520041,0.0003756041,0.0001160139,0.9964922,0.00002156108,0.0002061542],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.2231667,"threshold_uncertainty_score":0.9997939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03641659175333902,"score_gpt":0.2839152798059081,"score_spread":0.2474986880525691,"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."}}