{"id":"W2106780706","doi":"10.1145/1953122.1953136","title":"The risks of stopping too soon","year":2011,"lang":"en","type":"article","venue":"Communications of the ACM","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Software; Optimal stopping; Programming language; Mathematics; Statistics","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":["open_science"],"consensus_categories":["open_science"],"category_scores_codex":[0.0005186313,0.00004931218,0.00008631916,0.00001482021,0.0003327568,0.00002258274,0.04484842,0.00002341754,7.577898e-7],"category_scores_gemma":[0.001086007,0.00002933623,0.00007532915,0.0002565179,0.0001902075,0.00008243165,0.01597404,0.0001073378,0.000006607525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009003486,"about_ca_system_score_gemma":0.00004105474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002446019,"about_ca_topic_score_gemma":0.00001549945,"domain_scores_codex":[0.9992527,0.0002236977,0.0002436494,0.00007425776,0.0001115275,0.0000941079],"domain_scores_gemma":[0.9733517,0.000320748,0.0002578745,0.02594146,0.0001150825,0.0000131294],"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":[0.000006520833,0.0002137277,0.00645108,0.00002619849,0.00007758378,1.098254e-7,0.01101383,0.000269583,0.0006679449,0.9294989,0.03337857,0.01839598],"study_design_scores_gemma":[0.0005586687,0.0001129835,0.07460469,0.0003774086,0.00004674616,0.00002465909,0.0008987797,0.03056953,0.00710792,0.7270076,0.1583195,0.0003714485],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2127723,0.02040407,0.3157713,0.1231731,0.003377655,0.001933811,0.00005717968,0.000548584,0.321962],"genre_scores_gemma":[0.939848,0.00007182306,0.05993348,0.00003488522,0.000005100298,0.000005264907,7.640114e-7,0.000002411637,0.00009828385],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7270757,"threshold_uncertainty_score":0.9919846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.298280751445505,"score_gpt":0.3487494779077713,"score_spread":0.05046872646226636,"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."}}