{"id":"W3202544060","doi":"10.1145/3478513.3480506","title":"I♥LA","year":2021,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Canada Research Chairs; Adobe Systems; National Science Foundation","keywords":"Programming language; Computer science; Executable; Syntax; Python (programming language); Readability; Compiler; Linear algebra; Algebra over a field; Semantics (computer science); Scripting language; Functional programming; Artificial intelligence; Mathematics; Pure mathematics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002922877,0.001605789,0.0008898019,0.001134024,0.001365082,0.006339315,0.004451889,0.001980041,0.1096131],"category_scores_gemma":[0.01232657,0.00158069,0.002415367,0.0008353525,0.001946361,0.007328482,0.005879594,0.005210866,0.1141093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001227678,"about_ca_system_score_gemma":0.002816134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001595946,"about_ca_topic_score_gemma":0.001640925,"domain_scores_codex":[0.9976684,0.0005361793,0.0003883091,0.0006128057,0.000539376,0.000254859],"domain_scores_gemma":[0.9931942,0.002702828,0.0004177595,0.001703303,0.001667834,0.0003140109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005852754,0.0001339036,0.001359537,0.001650757,0.00006786598,0.0005452678,0.001763182,0.002997615,0.01189057,0.3555752,0.4443589,0.179072],"study_design_scores_gemma":[0.00008102445,0.00009070518,0.0002843674,0.0004154186,0.00003222727,0.000526598,0.0001779901,0.0114921,0.01191003,0.07056312,0.9043209,0.0001054664],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.00234687,0.0003588033,0.6542857,0.001826743,0.0009291344,0.0003187329,0.01039208,0.2681779,0.061364],"genre_scores_gemma":[0.06543013,0.001071293,0.6154487,0.004970555,0.001039701,0.00255371,0.0376011,0.1405177,0.1313671],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1096131,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02178757743075356,"score_gpt":0.2687248266510491,"score_spread":0.2469372492202955,"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."}}