{"id":"W4395070851","doi":"10.31274/jlsc.16820","title":"Barriers and Opportunities in the Discoverability and Indexing of Student-Led Academic Journals","year":2024,"lang":"en","type":"article","venue":"Journal of Librarianship and Scholarly Communication","topic":"Intellectual Property Law","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Council of University Libraries; University of Toronto","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.03100617,0.0002515372,0.0005462379,0.004606038,0.007393846,0.0143825,0.002400688,0.00134258,0.00631004],"category_scores_gemma":[0.1581252,0.0003930651,0.0003958366,0.006384723,0.004696567,0.005381946,0.006381417,0.001186848,0.00109229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008545462,"about_ca_system_score_gemma":0.03569371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06278729,"about_ca_topic_score_gemma":0.07203745,"domain_scores_codex":[0.961482,0.00887864,0.004024787,0.001955682,0.02005126,0.003607751],"domain_scores_gemma":[0.7417912,0.1401417,0.04266246,0.01011476,0.03800841,0.0272815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005142522,0.0005791163,0.4819773,0.003352816,0.00009145238,0.002018306,0.2751267,0.000311954,0.004332406,0.00972709,0.01745255,0.2045161],"study_design_scores_gemma":[0.0000989245,0.0006212867,0.4655543,0.001981186,0.00009077434,0.002124,0.3415159,0.0006087011,0.003823877,0.007610556,0.1757224,0.0002482083],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9607245,0.001892669,0.001142945,0.01020443,0.000135243,0.0001920925,0.0004068756,0.0001539671,0.02514734],"genre_scores_gemma":[0.993946,0.0009373829,0.001282415,0.0008776123,0.0001142381,0.00009135358,0.0002104856,0.00003348317,0.002506905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9856175,"threshold_uncertainty_score":0.1639783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1717488935566337,"score_gpt":0.3830164220233604,"score_spread":0.2112675284667268,"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."}}