{"id":"W1978240628","doi":"10.1145/2046396.2046437","title":"AdaptableGIMP","year":2011,"lang":"en","type":"article","venue":"","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Waterloo","funders":"","keywords":"Computer science; Interface (matter); Task (project management); Human–computer interaction; User interface; Instant; World Wide Web; Programming language; Operating system; Engineering","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":[0.00009459656,0.00003635685,0.00004448502,0.00002719135,0.00002227216,0.00002700252,0.0003938596,0.00001737195,0.00009910689],"category_scores_gemma":[0.000001307811,0.00002669394,0.00001891264,0.00007637397,0.000004181163,0.0002573138,0.00009343459,0.00002364397,0.00007989539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000436641,"about_ca_system_score_gemma":0.000007789225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002385606,"about_ca_topic_score_gemma":0.000007849669,"domain_scores_codex":[0.9996745,0.00001099693,0.00006771432,0.0001047878,0.00005037753,0.0000915959],"domain_scores_gemma":[0.9996394,0.000004594451,0.00001545688,0.0002944977,0.00001442839,0.00003161782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[1.621984e-7,0.00001314063,0.0003611456,0.000001026904,0.000002396661,0.00000315637,0.0002335927,4.078028e-9,0.0000334137,0.9416941,0.0146263,0.04303151],"study_design_scores_gemma":[0.0002978776,0.0003274656,0.01088767,0.00002153556,0.000002965625,0.0001282635,0.0001045791,0.01033297,0.09000812,0.2138148,0.6734616,0.0006121752],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00007525415,0.00001328202,0.588091,0.00006603161,0.0001004946,0.00002377981,2.482928e-8,0.0002822673,0.4113479],"genre_scores_gemma":[0.6190315,0.00000280931,0.3787606,0.0002303915,0.00001306254,0.000006771306,3.656051e-8,0.000001913632,0.001952865],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7278793,"threshold_uncertainty_score":0.1088547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08032625903140712,"score_gpt":0.2153472259671229,"score_spread":0.1350209669357157,"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."}}