{"id":"W1998219992","doi":"10.1017/s0960129511000442","title":"Lenses, fibrations and universal translations","year":2011,"lang":"en","type":"article","venue":"Mathematical Structures in Computer Science","topic":"Advanced Database Systems and Queries","field":"Computer Science","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Mount Allison University","funders":"","keywords":"Categorical variable; Lens (geology); Complement (music); Through-the-lens metering; Constant (computer programming); Computer science; Variation (astronomy); Mathematics; Pure mathematics; Algebra over a field; Physics; Programming language; Optics","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":[0.0002103639,0.0001056645,0.0001273632,0.0001498848,0.0002063665,0.00008389351,0.0005242144,0.00002329408,0.00002483352],"category_scores_gemma":[0.00002750277,0.00008483587,0.00001888695,0.000548306,0.000460736,0.001210131,0.0002969017,0.00008546608,0.000005249324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000208686,"about_ca_system_score_gemma":0.00006402089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001706781,"about_ca_topic_score_gemma":0.00001436562,"domain_scores_codex":[0.9989271,0.00002570318,0.0002041254,0.0003689306,0.0002335262,0.0002406834],"domain_scores_gemma":[0.9993178,0.00007936509,0.00004091518,0.0004186566,0.00003978945,0.0001034293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[8.23298e-7,0.00001284398,0.000167433,0.00000978857,9.623704e-7,0.000009066606,0.002059022,0.000049092,0.0001034154,0.9735979,0.000009353063,0.02398033],"study_design_scores_gemma":[0.0002815213,0.00006777394,0.01741626,0.00005203704,0.000002886432,0.0001744044,0.00005649739,0.363792,0.001311925,0.6159489,0.0005942247,0.0003016357],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01210533,0.00003263487,0.986205,0.0001177937,0.0001509209,0.0001154007,0.000003506597,0.00007354282,0.001195905],"genre_scores_gemma":[0.4219101,0.00000159112,0.5780135,0.00005070317,0.00001430152,0.000002486117,3.27438e-7,0.000002128067,0.000004884328],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4098048,"threshold_uncertainty_score":0.3459506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02808843201013672,"score_gpt":0.2447546041980893,"score_spread":0.2166661721879526,"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."}}