{"id":"W2131317115","doi":"10.1007/978-94-6209-998-2_10","title":"On the Shop Floor and Playing Field","year":2015,"lang":"en","type":"book-chapter","venue":"SensePublishers eBooks","topic":"Contemporary Sociological Theory and Practice","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"GRASP; Interpretation (philosophy); Action (physics); Field (mathematics); Epistemology; Psychology; Sociology; Computer science; Cognitive science; Mathematics; Philosophy; Programming language; Physics; Pure mathematics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002874587,0.0002380439,0.0002676029,0.0000542992,0.0008489137,0.0004566318,0.0003302688,0.000632184,0.002250544],"category_scores_gemma":[0.00241774,0.0001642549,0.0001200932,0.00001544177,0.0006506798,0.0002075243,0.0001033227,0.001057471,0.00009756323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005954793,"about_ca_system_score_gemma":0.0002418918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001984672,"about_ca_topic_score_gemma":0.0001447645,"domain_scores_codex":[0.9983088,0.0004220977,0.0002085406,0.0003514395,0.000439783,0.0002693554],"domain_scores_gemma":[0.9953552,0.003812582,0.0001909873,0.000312231,0.000127724,0.0002013161],"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":[0.00007468284,0.000002575704,0.000001533498,0.000003541401,0.00004587245,0.00003042062,0.004243467,9.046796e-8,9.275578e-7,0.8768218,0.1056243,0.01315083],"study_design_scores_gemma":[0.00006783428,0.00006569225,4.932537e-7,0.00002886787,0.0000185072,0.000001555297,0.001311363,9.772181e-7,6.651255e-7,0.3863155,0.6120422,0.0001463036],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005149694,0.000340579,0.00000455206,0.01157937,0.0006374242,0.0003586469,0.000009370522,0.0001028553,0.9864522],"genre_scores_gemma":[0.05913059,0.00003050244,0.00001947578,0.005450856,0.0006063459,0.000007004006,0.000006222381,0.00002520298,0.9347238],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.506418,"threshold_uncertainty_score":0.9986615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1272686216442475,"score_gpt":0.318482045632877,"score_spread":0.1912134239886294,"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."}}