{"id":"W1827865596","doi":"10.3968/2816","title":"SUBMISSION OF MANUSCRIPTS","year":2012,"lang":"en","type":"article","venue":"Studies in sociology of science","topic":"Complex Systems and Dynamics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"History; Psychology; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005454824,0.00004212896,0.0001672199,0.00004500824,0.00007116713,3.72627e-7,0.0001330413,0.0000126379,0.00001603881],"category_scores_gemma":[0.00002258898,0.00003272518,0.00002553787,0.0001217703,0.009942205,0.00007419577,0.0001326419,0.0000434844,0.000001512479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001634767,"about_ca_system_score_gemma":0.00002535438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004973037,"about_ca_topic_score_gemma":0.00000104959,"domain_scores_codex":[0.999485,0.00001999953,0.000159493,0.00008003585,0.00007783115,0.0001776044],"domain_scores_gemma":[0.9996746,0.0000567169,0.00009170425,0.00009072614,0.00006544944,0.00002075846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002910543,0.00006460283,0.8090015,0.000024812,0.000014347,6.401224e-8,0.03995924,0.00001419476,0.005454595,0.1444303,0.0001934162,0.0008400701],"study_design_scores_gemma":[0.0005409985,0.0001179767,0.632606,0.0001234101,0.00001368429,0.000001000878,0.307488,0.0003061778,0.003012832,0.0548,0.000772249,0.0002177373],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923421,0.0007852777,0.0001226692,0.00003149739,0.0004681993,0.0000421341,0.000002575159,0.000001939682,0.006203628],"genre_scores_gemma":[0.9994717,0.000006133028,0.000367822,0.000005098747,0.00005277066,0.000003071996,2.609771e-7,0.000001214774,0.00009193365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2675287,"threshold_uncertainty_score":0.9927522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08759043302984793,"score_gpt":0.3870690894415485,"score_spread":0.2994786564117006,"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."}}