{"id":"W4306250566","doi":"10.1002/pra2.617","title":"Transforming the Scholarly Publishing Lindworm","year":2022,"lang":"en","type":"article","venue":"Proceedings of the Association for Information Science and Technology","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Transformative learning; Publishing; Transparency (behavior); Metaphor; Scholarly communication; Public relations; Political science; Sociology; Media studies; Law; Pedagogy; Philosophy; Theology","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.009278329,0.000272396,0.0003354544,0.001979853,0.00631135,0.02049094,0.001134881,0.005392963,0.01036458],"category_scores_gemma":[0.02732598,0.0003799789,0.0003661804,0.002180214,0.03248178,0.01661774,0.009721349,0.006770014,0.002619271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007841897,"about_ca_system_score_gemma":0.008376758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004697705,"about_ca_topic_score_gemma":0.004198211,"domain_scores_codex":[0.9898738,0.004463169,0.0005195254,0.001002067,0.003204132,0.0009373418],"domain_scores_gemma":[0.9828419,0.009135569,0.001448811,0.00305605,0.002073162,0.001444362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009159198,0.000008091819,0.000142624,0.00001624962,0.000001487314,0.00008818002,0.003332831,0.000119653,0.00006841862,0.9820322,0.008185568,0.005995455],"study_design_scores_gemma":[0.00001467898,0.00002424921,0.0001917902,0.0001701538,0.000006355838,0.0002655467,0.005524887,0.0006050583,0.0005719106,0.3108348,0.6817666,0.00002398396],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.04116147,0.004448559,0.03205821,0.1871172,0.002588521,0.000138576,0.000122545,0.0004516057,0.7319133],"genre_scores_gemma":[0.8156127,0.002863966,0.01288785,0.01147924,0.0004792216,0.0001180942,0.00006165068,0.0002591799,0.156238],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9795091,"threshold_uncertainty_score":0.05689722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03409152370994471,"score_gpt":0.3176025373233269,"score_spread":0.2835110136133822,"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."}}