{"id":"W1222455463","doi":"","title":"Elementa Naturae Remix","year":2005,"lang":"it","type":"article","venue":"Espace Sculpture","topic":"Ecology, Conservation, and Geographical Studies","field":"Environmental Science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004414538,0.0003822487,0.000332073,0.00006098185,0.0007065794,0.0000863798,0.0004788653,0.0003883202,0.009628973],"category_scores_gemma":[0.0001411392,0.0003308352,0.0002218593,0.0006885834,0.0005252582,0.0003224465,0.0003723554,0.0006593349,0.003263487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002420011,"about_ca_system_score_gemma":0.00002233656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002366256,"about_ca_topic_score_gemma":0.01042307,"domain_scores_codex":[0.9975294,0.0001463205,0.0003453461,0.0007106183,0.0005043289,0.0007639762],"domain_scores_gemma":[0.9989843,0.00009958362,0.0001642284,0.0004847319,0.00003526336,0.0002318951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007340115,0.0003669355,0.6756334,0.0000405555,0.0002382808,0.00001736457,0.00402845,0.0005330103,0.001254275,0.003592673,0.2968294,0.01739221],"study_design_scores_gemma":[0.0003480355,0.0000614213,0.4402044,0.00002081161,0.00004259107,0.000003708523,0.0004787236,0.0001175984,0.0001435307,0.0001670647,0.5581451,0.0002670319],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5629415,0.01554329,0.0001359641,0.3388964,0.002200237,0.001419753,0.0001235652,0.0003219235,0.07841738],"genre_scores_gemma":[0.9459257,0.001920565,0.001603311,0.008988989,0.000691748,0.00002648512,0.00002265705,0.00002807022,0.04079255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3829841,"threshold_uncertainty_score":0.9999143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006474886218571041,"score_gpt":0.2248797999929689,"score_spread":0.2184049137743979,"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."}}