{"id":"W2501871516","doi":"10.18733/c3zp45","title":"Berbice Sugar Factory","year":2016,"lang":"en","type":"article","venue":"Cultural and Pedagogical Inquiry","topic":"Sugarcane Cultivation and Processing","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sugar factory; Factory (object-oriented programming); Sugar; Chemistry; Computer science; Food science; Programming language","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009498075,0.0001432893,0.0001365118,0.000005370486,0.0002391729,0.00007447888,0.0001243106,0.0001071389,0.00220987],"category_scores_gemma":[0.00009276445,0.00003291188,0.00005812478,0.000116013,0.0002065834,0.0002763372,0.00006322044,0.00007849676,0.0001101623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001217214,"about_ca_system_score_gemma":0.000004714525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003079245,"about_ca_topic_score_gemma":0.00002892492,"domain_scores_codex":[0.9991117,0.00005330053,0.0001605589,0.0002847021,0.0001502688,0.0002394428],"domain_scores_gemma":[0.9994664,0.0002081739,0.00005011176,0.00003136728,0.00007600024,0.0001680095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004118219,0.00003852915,0.01428977,0.00000773274,0.000009149104,0.000005043805,0.0009712161,6.842505e-8,0.5575431,0.001651146,0.003250455,0.4221926],"study_design_scores_gemma":[0.0003739765,0.0002007209,0.3891267,0.00007038206,0.00001175135,0.00004111055,0.003915132,0.000002743734,0.006507148,0.001073835,0.5982093,0.0004671699],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927306,0.000447618,0.00001129105,0.003946121,0.0001564166,0.00006604041,0.0000141877,0.0001079254,0.002519801],"genre_scores_gemma":[0.9946118,0.0001989457,0.00003295873,0.000818225,0.0006450674,0.000007306013,0.00002112916,6.971817e-7,0.003663877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5949588,"threshold_uncertainty_score":0.9987022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6713896840362146,"score_gpt":0.43440669790571,"score_spread":0.2369829861305046,"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."}}