{"id":"W4254753135","doi":"10.2142/biophys.54.122","title":"Letters from Abroad","year":2014,"lang":"fr","type":"article","venue":"Seibutsu Butsuri","topic":"Legal case studies and regulations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Chemistry","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005174552,0.0002521695,0.000331825,0.00004593926,0.001110433,0.0001295833,0.0002979118,0.0002102797,0.002510505],"category_scores_gemma":[0.0001489326,0.0002453169,0.0002426934,0.0004528793,0.001025354,0.0003017356,0.0001244091,0.0002612588,0.002045921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001703222,"about_ca_system_score_gemma":0.00007757611,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02564917,"about_ca_topic_score_gemma":0.003726696,"domain_scores_codex":[0.9975852,0.0004237315,0.0003202981,0.0004474254,0.0005117473,0.0007116383],"domain_scores_gemma":[0.9987705,0.0003527698,0.0001338844,0.0003704182,0.0001128851,0.0002595072],"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":[0.00002322447,0.0002352481,0.005859862,0.00004736461,0.0003538636,0.00003523038,0.02543241,0.0003550888,0.0008741124,0.2898014,0.5953747,0.0816075],"study_design_scores_gemma":[0.0003259887,0.00003654953,0.008891019,0.00005926286,0.00009971935,0.000001445327,0.0008638178,0.0003942585,0.00007633543,0.005792858,0.9831226,0.0003361634],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2864207,0.01235073,0.003521173,0.3489954,0.01552578,0.000397377,0.0003284659,0.0002380489,0.3322224],"genre_scores_gemma":[0.8993671,0.0006352648,0.001048173,0.004213111,0.007237914,0.00001352691,0.00004862279,0.00003572984,0.08740058],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6129464,"threshold_uncertainty_score":0.9999999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01156930972576522,"score_gpt":0.2771647076737045,"score_spread":0.2655953979479393,"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."}}