{"id":"W1597159347","doi":"10.1007/978-94-6091-915-2_3","title":"Mapping Knowledge in Work","year":2012,"lang":"en","type":"book-chapter","venue":"SensePublishers eBooks","topic":"University-Industry-Government Innovation Models","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Mainstream; Knowledge economy; Work (physics); Knowledge management; Political science; Sociology; Economy; Economics; Engineering; Computer science; Law","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":[0.0005313604,0.0005435359,0.0004810144,0.001474173,0.0001546863,0.0006638053,0.0004967858,0.001104278,0.001757133],"category_scores_gemma":[0.00003046415,0.0006350193,0.0001709237,0.000236914,0.0001232519,0.001618354,0.0005477269,0.00156078,0.0009769581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004500969,"about_ca_system_score_gemma":0.00008370713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000791898,"about_ca_topic_score_gemma":0.0000763707,"domain_scores_codex":[0.9977673,0.000008763138,0.0005281609,0.000559678,0.0005376957,0.0005983618],"domain_scores_gemma":[0.9985241,0.00004559458,0.0005721851,0.0005455402,0.0002764069,0.00003612797],"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":[0.00005390227,0.00006095299,0.002416974,0.000283599,0.0001759797,0.0001016627,0.0005187943,0.00001551543,0.0000260845,0.7151324,0.2428484,0.03836577],"study_design_scores_gemma":[0.0005144323,0.000002422544,0.0003240684,0.000356457,0.00004550982,0.000001713072,0.0002656521,0.00004788966,0.000002290245,0.007595703,0.9901593,0.0006845078],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002354485,0.00009460125,0.00006634964,0.0003417502,0.001125201,0.0004347469,0.000004985597,0.0002405543,0.9953373],"genre_scores_gemma":[0.05379771,0.000001643578,0.0001171169,0.001864811,0.002691989,0.00000545308,0.00009417605,0.0001531071,0.941274],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7473109,"threshold_uncertainty_score":0.9998009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03938450057568101,"score_gpt":0.2084108190840729,"score_spread":0.1690263185083919,"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."}}