{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00264748,0.001822787,0.000657758,0.00496888,0.001064879,0.00260585,0.001534879,0.0007742831,0.008839773],"category_scores_gemma":[0.01202788,0.0008109231,0.002142519,0.002288177,0.0008134317,0.003426363,0.002626864,0.002070628,0.002290945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001211608,"about_ca_system_score_gemma":0.002002156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004576531,"about_ca_topic_score_gemma":0.004547204,"domain_scores_codex":[0.9949785,0.0005482886,0.0002880103,0.0005677348,0.003214173,0.0004032084],"domain_scores_gemma":[0.992422,0.002763595,0.0006445276,0.001293768,0.002753156,0.0001230009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003509746,0.0002154312,0.03361034,0.002062802,0.0004476043,0.001169696,0.001323309,0.05812592,0.0211586,0.21918,0.04807529,0.61428],"study_design_scores_gemma":[0.00006116643,0.0001699361,0.0126677,0.0009852067,0.0005102925,0.001402896,0.001039979,0.3966285,0.04225143,0.2189651,0.3251779,0.0001398442],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02723672,0.00207282,0.8859868,0.000761013,0.0002902053,0.001107167,0.004569495,0.01885407,0.05912181],"genre_scores_gemma":[0.3664,0.002958553,0.5886005,0.0007599905,0.0003143298,0.001435989,0.0125622,0.00702627,0.01994218],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008839773,"threshold_uncertainty_score":0.02957201,"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."}}