{"id":"W7005641938","doi":"","title":"Publishing Your Dissertations: Open Access / Embargo / Other Options? What’s In Your Best Interest? A Panel Discussion","year":2015,"lang":"en","type":"article","venue":"Scholarworks (University of Massachusetts Amherst)","topic":"Developmental Biology and Gene Regulation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Panel discussion; Publishing; Statement (logic); Association (psychology); Quarter (Canadian coin); Confidentiality","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":[],"consensus_categories":[],"category_scores_codex":[0.0006479914,0.0001602936,0.0001900336,0.0001743007,0.0001726983,0.0006289695,0.001186089,0.0003237923,0.00006861002],"category_scores_gemma":[0.0001270313,0.0001503377,0.00006872581,0.0003374088,0.0001096001,0.0009830543,0.0008954712,0.0002583266,0.00002126938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007484217,"about_ca_system_score_gemma":0.0001641312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003290846,"about_ca_topic_score_gemma":0.002656214,"domain_scores_codex":[0.9988272,0.0001968987,0.0001843081,0.0004185661,0.0001397694,0.000233231],"domain_scores_gemma":[0.9991992,0.00001014276,0.0001764089,0.0003216655,0.0001409942,0.0001515649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003328374,0.001660046,0.7492241,0.0001058657,0.0006033235,0.0000744718,0.009226443,0.003032927,0.08743772,0.001556128,0.02557885,0.1181717],"study_design_scores_gemma":[0.01266894,0.0008651,0.6406505,0.001505674,0.0001927694,0.00004808376,0.2112298,0.000794308,0.01249055,0.005503747,0.1119238,0.002126772],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915254,0.0007085331,0.001196006,0.00441,0.0002811575,0.0003484202,0.00002019546,0.00001402489,0.001496337],"genre_scores_gemma":[0.9926928,0.0002090521,0.00210566,0.0001801985,0.00004186857,0.000003042134,0.0004159691,0.00001691608,0.004334543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2020034,"threshold_uncertainty_score":0.6130592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1441248206659226,"score_gpt":0.3414060960264547,"score_spread":0.1972812753605321,"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."}}