{"id":"W2064687806","doi":"10.1145/1401615.1401627","title":"Diamond road online","year":2008,"lang":"en","type":"article","venue":"","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Diamond; Computer science; Materials science; Metallurgy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000386334,0.001104689,0.001164236,0.001362342,0.00180972,0.004086577,0.001742751,0.003519731,0.9270396],"category_scores_gemma":[0.001958901,0.0005040397,0.0006588387,0.001135282,0.0006992042,0.002197492,0.002436711,0.002518571,0.8368192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008572041,"about_ca_system_score_gemma":0.001002331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002431655,"about_ca_topic_score_gemma":0.004185194,"domain_scores_codex":[0.9995419,0.00004026953,0.00001812523,0.0001341436,0.0001760117,0.00008962928],"domain_scores_gemma":[0.9990447,0.000175676,0.00004773842,0.0001265201,0.0003123913,0.0002928969],"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":[0.0001905381,0.00008735184,0.0001720794,0.0002619105,0.000008000799,0.0001561855,0.0000471637,0.00007696704,0.0009061762,0.007305136,0.8826833,0.1081053],"study_design_scores_gemma":[0.00001945206,0.0000258438,0.0002582543,0.00009370895,0.000002764074,0.00008355091,0.00005187824,0.00005573935,0.0002254008,0.001281897,0.9978969,0.000004521542],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007196782,0.00141869,0.0006251662,0.0027194,0.002750037,0.0001009847,0.004004058,0.0007523697,0.9869096],"genre_scores_gemma":[0.002664263,0.0007704368,0.0002657605,0.0004079032,0.0001761866,0.00002544493,0.001755474,0.000175865,0.9937587],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07296038,"threshold_uncertainty_score":0.1040691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0316735228626688,"score_gpt":0.2473683280007022,"score_spread":0.2156948051380334,"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."}}