{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001042466,0.0001462095,0.0002498985,0.003602879,0.002525164,0.002892707,0.0005917535,0.0005879012,0.03533888],"category_scores_gemma":[0.004176231,0.000236758,0.0002605896,0.002574085,0.0005142926,0.001462048,0.001999307,0.001059617,0.01199193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005399151,"about_ca_system_score_gemma":0.005742746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1322492,"about_ca_topic_score_gemma":0.3018539,"domain_scores_codex":[0.9991891,0.00006507925,0.00005006473,0.00006148361,0.0002859798,0.00034838],"domain_scores_gemma":[0.9914345,0.0002996589,0.0006923512,0.00008126962,0.001741423,0.005750929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002358357,0.0002892339,0.7939429,0.0001407272,0.00001005826,0.0004506975,0.03589359,0.000109755,0.0006247149,0.0009185578,0.09667079,0.07071306],"study_design_scores_gemma":[0.00001022978,0.0001530648,0.8187939,0.0001511624,0.00000691305,0.000251194,0.08249874,0.0001823647,0.0002011275,0.0001240846,0.09759195,0.00003533908],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9029635,0.0006531333,0.0002358014,0.01071248,0.0002045545,0.0001792808,0.008875986,0.0001784752,0.0759969],"genre_scores_gemma":[0.7932841,0.001513195,0.0004273762,0.001959369,0.0001765176,0.0002509257,0.005317463,0.0001077438,0.1969633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1322492,"threshold_uncertainty_score":0.2629589,"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."}}