{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.07675663,0.0009270281,0.001265495,0.001360715,0.01716782,0.02680734,0.004157173,0.03663472,0.03491368],"category_scores_gemma":[0.1222364,0.001000302,0.0018848,0.002005811,0.008521695,0.02160115,0.008658258,0.03528209,0.01301626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006679076,"about_ca_system_score_gemma":0.01280463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003216541,"about_ca_topic_score_gemma":0.004445623,"domain_scores_codex":[0.9669891,0.01369552,0.003184339,0.003028275,0.009566414,0.003536392],"domain_scores_gemma":[0.9145275,0.04267932,0.003556905,0.003020519,0.02118054,0.01503517],"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":[0.00003648871,0.00003211895,0.0002563068,0.0001460546,0.00000968562,0.0003227615,0.002406077,0.00004397314,0.0005390418,0.01047187,0.9675841,0.0181514],"study_design_scores_gemma":[0.000008589692,0.00001496451,0.0001836245,0.000226181,0.000007254488,0.0001100127,0.004302816,0.00004758429,0.00019609,0.003820279,0.9910395,0.00004318787],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005255453,0.001069649,0.0005052385,0.9707105,0.02084749,0.00005044612,0.0000446363,0.00004268301,0.006203777],"genre_scores_gemma":[0.01716273,0.007247142,0.003318337,0.866601,0.05013744,0.0003406533,0.0001391557,0.0003238237,0.05472967],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9958428,"threshold_uncertainty_score":0.4059327,"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."}}