{"id":"W3095524024","doi":"10.5206/elip.v3i1.8567","title":"Practice Makes Perfect","year":2020,"lang":"en","type":"article","venue":"Emerging Library & Information Perspectives","topic":"Web and Library Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Experiential learning; Institution; Field (mathematics); Professional development; Pedagogy; Work (physics); Sociology; Medical education; Psychology; Library science; Computer science; Engineering; Medicine","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":[0.01197121,0.0009958469,0.0008058609,0.001238212,0.01047836,0.01765251,0.002066708,0.006060101,0.06852077],"category_scores_gemma":[0.03519695,0.0005783194,0.0007945661,0.0009974778,0.02245785,0.02009453,0.01924471,0.009694587,0.03245322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004790024,"about_ca_system_score_gemma":0.01704485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004015039,"about_ca_topic_score_gemma":0.006881106,"domain_scores_codex":[0.9821123,0.006650594,0.0006947044,0.002870464,0.005552549,0.002119341],"domain_scores_gemma":[0.9762321,0.003590629,0.001268952,0.006802016,0.005190782,0.006915434],"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":[0.00007756415,0.0001800302,0.002063741,0.000399288,0.00004543007,0.0007745257,0.03098797,0.0004146271,0.0008112,0.4461524,0.3458172,0.172276],"study_design_scores_gemma":[0.00001165184,0.00004967696,0.0004754681,0.0003842139,0.00000760697,0.0002500013,0.007060507,0.00007328705,0.0001350069,0.06162362,0.9299122,0.00001671373],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009544536,0.003009748,0.02222518,0.2090277,0.009247083,0.0001745135,0.0001535763,0.0009840976,0.7456335],"genre_scores_gemma":[0.3864165,0.007382746,0.03689626,0.06771698,0.004094889,0.0005008461,0.0004180304,0.001743202,0.4948305],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06852077,"threshold_uncertainty_score":0.2292248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006624904709958083,"score_gpt":0.2064511974914753,"score_spread":0.1998262927815172,"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."}}