{"id":"W2514464553","doi":"10.21083/partnership.v11i1.3776","title":"Profiles of New LIS Graduates","year":2016,"lang":"en","type":"article","venue":"Partnership The Canadian Journal of Library and Information Practice and Research","topic":"Web and Library Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Psychology; Medical education; Library science; Medicine; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001176742,0.00005337006,0.00008438365,0.0003415708,0.0002521264,0.0006417091,0.0005154083,0.00004086689,0.00004597932],"category_scores_gemma":[0.0003246494,0.00002608925,0.00002165382,0.0003910278,0.0001642802,0.05039241,0.00007850205,0.0002018004,0.000008626504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004097148,"about_ca_system_score_gemma":0.001325696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000299938,"about_ca_topic_score_gemma":0.00004213113,"domain_scores_codex":[0.9989493,0.0002683535,0.0002754733,0.00004966103,0.0002683212,0.0001888459],"domain_scores_gemma":[0.9982186,0.0009029552,0.0002167665,0.000143179,0.0001191279,0.0003993613],"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":[0.00008917921,0.000008058469,0.005802859,0.00006889424,0.00004391094,0.00001221603,0.009711086,0.000002282351,0.00003509826,0.8751577,0.03761335,0.07145539],"study_design_scores_gemma":[0.0003494384,0.0002790798,0.008931595,0.0001228667,0.000006356748,0.0001864321,0.001973254,0.000134904,0.002806539,0.01580742,0.969328,0.00007407551],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09218417,0.003703792,0.0006745048,0.8417787,0.0001942149,0.0002521359,0.000007667769,0.00001632541,0.06118849],"genre_scores_gemma":[0.9935386,0.001339,0.001697956,0.002213915,0.000129701,0.000001135972,0.000001000011,0.000003020552,0.00107566],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9317147,"threshold_uncertainty_score":0.9628893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06159310535188348,"score_gpt":0.3112220433171237,"score_spread":0.2496289379652402,"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."}}