{"id":"W6996034808","doi":"","title":"Publishing Your Dissertations: Open Access / Embargo / Other Options? Whatâs In Your Best Interest? A Panel Discussion","year":2013,"lang":"en","type":"article","venue":"ScholarWorks@UMassAmherst (University of Massachusetts Amherst)","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.079303,0.0009838406,0.001100672,0.001114988,0.01972455,0.03012487,0.004485999,0.03299302,0.04367943],"category_scores_gemma":[0.118236,0.0009130173,0.001747067,0.00195274,0.007617663,0.02809483,0.01043556,0.03241069,0.01211051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0075778,"about_ca_system_score_gemma":0.0153243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003554728,"about_ca_topic_score_gemma":0.00507606,"domain_scores_codex":[0.9585661,0.0190726,0.002997329,0.003441189,0.01074359,0.005179234],"domain_scores_gemma":[0.9276233,0.02729017,0.003569982,0.00320886,0.02250412,0.01580359],"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":[0.00003464073,0.00004445981,0.0003410981,0.0001709792,0.000009766664,0.0003310925,0.003413494,0.00004459783,0.0004360423,0.01627629,0.955269,0.02362864],"study_design_scores_gemma":[0.000006587336,0.00001375805,0.0001587965,0.0002645907,0.000005769341,0.0001123792,0.007518962,0.00004811694,0.0001630886,0.004252149,0.9874164,0.00003951811],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006728992,0.00118885,0.0004741803,0.9719427,0.0175589,0.00004327306,0.00003592756,0.00003831909,0.008044966],"genre_scores_gemma":[0.03189325,0.0101664,0.003663806,0.8305914,0.04638487,0.0003675482,0.0001426523,0.0003381028,0.07645194],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.995514,"threshold_uncertainty_score":0.4193994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2155096024936023,"score_gpt":0.3224031645510972,"score_spread":0.1068935620574949,"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."}}