{"id":"W4384010639","doi":"10.1017/9781009401548.003","title":"Modular stuff","year":2023,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Nutrition, Health, and Society Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Modular design; Computer science; Operating system","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":[],"consensus_categories":[],"category_scores_codex":[0.000101459,0.0002619917,0.0003415858,0.00001745542,0.0005746074,0.00003122736,0.0003442801,0.0003535973,0.000007462561],"category_scores_gemma":[0.000006846918,0.0001414861,0.0002870161,0.00001499726,0.0001735286,0.00004430893,0.0002411521,0.0003119864,0.00005070892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009536278,"about_ca_system_score_gemma":0.0000162479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003738456,"about_ca_topic_score_gemma":0.00005996655,"domain_scores_codex":[0.9988139,0.00003177639,0.0001452419,0.0004443832,0.0002641719,0.0003005578],"domain_scores_gemma":[0.9993554,0.0001250485,0.0001174306,0.000107871,0.0001483661,0.0001458488],"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":[0.00003895655,0.00002507886,0.00001676127,0.00009215321,0.0001783744,0.0001548297,0.00008390946,5.010796e-7,0.0003462244,0.7479626,0.2473389,0.003761737],"study_design_scores_gemma":[0.0001869053,0.00008213639,0.0008480591,0.00008536912,0.00006922658,0.000002255308,0.0001963207,0.000005476196,0.00002320946,0.00007304642,0.9981146,0.0003133934],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002905895,0.0002491587,0.000002116176,0.0002030255,0.000224661,0.0003531565,0.0005446154,0.0003128106,0.9952046],"genre_scores_gemma":[0.001359975,0.002532069,0.000009939621,0.0001263546,0.0004136465,0.000001014937,0.0001481929,0.000003885234,0.9954049],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7507757,"threshold_uncertainty_score":0.5769637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04119977001215126,"score_gpt":0.1971090560262233,"score_spread":0.1559092860140721,"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."}}