{"id":"W4230008617","doi":"10.21971/p7wk54","title":"Editor's Note","year":2009,"lang":"en","type":"article","venue":"Crossing boundaries","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer 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","scholarly_communication","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.0002631502,0.0001933766,0.0001942101,0.0000794525,0.0140802,0.07512844,0.0002135318,0.0001035572,0.00008525893],"category_scores_gemma":[0.0003174811,0.0001891408,0.00007588827,0.0002756293,0.01209384,0.0006215582,0.0000334846,0.0002088407,0.001926089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001759607,"about_ca_system_score_gemma":0.002667647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008416091,"about_ca_topic_score_gemma":0.0000680164,"domain_scores_codex":[0.998609,0.00002983594,0.0002157833,0.0002880989,0.0003634631,0.0004938415],"domain_scores_gemma":[0.9992589,0.00003755843,0.00009377384,0.0003954986,0.000130738,0.00008351888],"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":[0.0002662177,0.0002040723,0.00136844,0.00002176136,0.00002951184,0.00006654504,0.02519433,0.0001220265,0.06779832,0.02832212,0.8416051,0.03500158],"study_design_scores_gemma":[0.000312942,0.00005451245,0.008575042,0.00002992351,0.00001366522,0.00001408703,0.00003484201,0.0001835533,0.005456549,0.01041932,0.9746652,0.0002403896],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9353002,0.001185492,0.01467564,0.00278634,0.02803158,0.0002922252,0.0001109409,0.002851391,0.01476614],"genre_scores_gemma":[0.983842,1.187976e-7,0.005700991,0.0006370415,0.008214138,0.000001951243,0.00001458379,0.0000487317,0.001540479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1330601,"threshold_uncertainty_score":0.998851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01255581330074263,"score_gpt":0.3008799251894927,"score_spread":0.2883241118887501,"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."}}