{"id":"W6920900991","doi":"10.6084/m9.figshare.26584206.v1","title":"Additional file 1 of Scientific sinkhole: estimating the cost of peer review based on survey data with snowball sampling","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Karst Systems and Hydrogeology","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island; Children's Hospital of Eastern Ontario","funders":"","keywords":"Snowball sampling; Sampling (signal processing); Survey data collection; Survey research; Survey methodology; Data collection","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00433933,0.0005792671,0.0005003461,0.003930727,0.0006928784,0.001146892,0.001295981,0.0008480481,0.7352966],"category_scores_gemma":[0.06803881,0.0004767874,0.0005235827,0.008020916,0.0002312023,0.001765753,0.0009521341,0.0007114554,0.09807933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002019154,"about_ca_system_score_gemma":0.002626625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02261517,"about_ca_topic_score_gemma":0.03095123,"domain_scores_codex":[0.9974868,0.0007448893,0.0003963226,0.0003325656,0.0007267823,0.0003126496],"domain_scores_gemma":[0.9132854,0.06491869,0.006125383,0.003312126,0.01101426,0.001344133],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001230968,0.00005320834,0.007052773,0.0006113435,0.00002396621,0.0000227424,0.00008046826,0.0009777673,0.0000319252,0.0009978944,0.9802926,0.009732098],"study_design_scores_gemma":[0.001946537,0.0002507454,0.1253598,0.001889318,0.0001828702,0.0002850796,0.001751009,0.006965806,0.000842994,0.009587063,0.8507957,0.0001431261],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.0007837833,0.00001073298,0.0007843063,0.0001467208,0.00001757285,0.0002187591,0.9943376,0.0002380732,0.003462467],"genre_scores_gemma":[0.06944987,0.0001685236,0.01456191,0.0006604738,0.0001537139,0.006409619,0.8691541,0.00156876,0.03787301],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9956607,"threshold_uncertainty_score":0.3775672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1628584002646212,"score_gpt":0.3029252950180198,"score_spread":0.1400668947533986,"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."}}