{"id":"W2074675307","doi":"10.1109/ms.2007.82","title":"Novelty in Sameness","year":2007,"lang":"en","type":"article","venue":"IEEE Software","topic":"Interdisciplinary Cultural and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Novelty; Hindsight bias; Psychology; Computer science; Epistemology; Social psychology; Philosophy","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":[0.0005261842,0.00006737933,0.0001094294,0.00003110342,0.0009630368,0.00001778818,0.0001390336,0.00007850782,0.0000707924],"category_scores_gemma":[0.000126217,0.00005722287,0.00004999521,0.0002645144,0.0001688734,0.0001166003,0.00005064546,0.00009619755,0.00005226035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001750861,"about_ca_system_score_gemma":0.00003942612,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002466493,"about_ca_topic_score_gemma":0.05058179,"domain_scores_codex":[0.9991718,0.00003384628,0.0001308117,0.0001256227,0.0002068903,0.000331056],"domain_scores_gemma":[0.9996926,0.0001062075,0.00002944124,0.00004929898,0.00006651319,0.0000559299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001016483,0.0002525117,0.2763335,0.00003156987,0.00004190838,0.0001584901,0.5985974,0.00002146785,0.0003487394,0.02087612,0.00699505,0.09624157],"study_design_scores_gemma":[0.0008574259,0.00009250373,0.5343304,0.0001205577,0.00001490655,0.000001865649,0.1096823,0.000001420744,0.0007324486,0.02884602,0.3245289,0.000791282],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9646952,0.0001167705,0.0006384799,0.0009934087,0.001081806,0.0001320305,0.000004247896,0.0001151511,0.03222292],"genre_scores_gemma":[0.9957265,0.0000227086,0.0003194511,0.0001934299,0.0004654883,0.000005160958,0.000001207796,0.000004574347,0.003261481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4889151,"threshold_uncertainty_score":0.9667426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03415645288163651,"score_gpt":0.365508935073741,"score_spread":0.3313524821921045,"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."}}