{"id":"W2504935986","doi":"10.4018/978-1-4666-3655-2.ch001","title":"Managing Informal Learning in Workplaces","year":2013,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Informal learning; Informal education; Knowledge management; Work (physics); Constructionism; Sociology; Psychology; Engineering; Computer science; Pedagogy; Higher education; Economic growth; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006927135,0.0002731565,0.0002998037,0.0001183307,0.0004149116,0.0004253647,0.0004519299,0.0004434459,0.001669686],"category_scores_gemma":[0.0002140119,0.0003083998,0.00009395952,0.00005361529,0.0002350094,0.0004093981,0.0001102152,0.0009298673,0.004115379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004022089,"about_ca_system_score_gemma":0.0006760013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003646229,"about_ca_topic_score_gemma":0.002237131,"domain_scores_codex":[0.9980437,0.000134563,0.000380443,0.0003375801,0.0005997373,0.00050403],"domain_scores_gemma":[0.998839,0.0002100394,0.0004500102,0.0002103428,0.0001073959,0.0001831931],"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":[0.00000976318,0.000004585563,0.001635285,0.00001655067,0.00002740172,0.00001292052,0.008381976,0.00008941478,1.664634e-7,0.9531132,0.002231294,0.03447747],"study_design_scores_gemma":[0.0001191442,0.00001953014,0.0005163494,0.0002059245,0.00002150578,0.000002312331,0.001687573,0.000008122242,3.012638e-7,0.03777692,0.9593057,0.0003366137],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001274495,0.0002766787,0.00000949593,0.001279751,0.0007557987,0.0003116188,0.000001633557,0.0002408892,0.9958497],"genre_scores_gemma":[0.169441,0.00003855066,0.0002998498,0.0003090104,0.0004773386,0.00002025196,0.000002296624,0.0000276789,0.829384],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9570744,"threshold_uncertainty_score":0.9999368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02252376754917853,"score_gpt":0.3142571844214052,"score_spread":0.2917334168722266,"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."}}