{"id":"W2551126428","doi":"10.82308/23846","title":"Aspect impact analysis","year":2009,"lang":"en","type":"article","venue":"eScholarship@McGill (McGill)","topic":"Logic, programming, and type systems","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Fonds Québécois de la Recherche sur la Nature et les Technologies","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001292292,0.0004959439,0.0006931088,0.000617114,0.0008275,0.0004046151,0.00180491,0.0002572435,0.000120781],"category_scores_gemma":[0.0002308367,0.0004158771,0.0008240474,0.003138288,0.00004980696,0.001471181,0.0002626356,0.0005696947,0.0007567165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004627965,"about_ca_system_score_gemma":0.00003882789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000412555,"about_ca_topic_score_gemma":0.0001605917,"domain_scores_codex":[0.9961284,0.0003598116,0.0006387621,0.001106464,0.0007997425,0.0009668508],"domain_scores_gemma":[0.9972089,0.0001269192,0.0003207176,0.001600604,0.0002383374,0.0005045117],"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":[0.000012316,0.000190683,0.0005970529,0.00000824355,0.0004391892,0.0001254736,0.000008358276,0.0001646451,0.002880639,0.7741598,0.00001115677,0.2214024],"study_design_scores_gemma":[0.002387213,0.002166594,0.0639095,0.00002547478,0.0009552913,0.0003306548,0.00006105915,0.005705752,0.0279699,0.753064,0.1401713,0.003253304],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.67412,0.0008312303,0.004283652,0.0002865011,0.001579666,0.001139986,0.00009282724,0.002849258,0.3148169],"genre_scores_gemma":[0.9957691,0.00002285006,0.002658101,0.0004767338,0.00006159217,0.00001637678,0.00001674323,0.00002609207,0.0009524337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3216491,"threshold_uncertainty_score":0.9998293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02029038679409261,"score_gpt":0.2565015983725664,"score_spread":0.2362112115784738,"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."}}