{"id":"W4244140375","doi":"10.5206/elip.v3i1.11142","title":"ELIP 2020","year":2020,"lang":"en","type":"article","venue":"Emerging Library & Information Perspectives","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental 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":["scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008633238,0.0002309252,0.0001939706,0.0001882287,0.000206257,0.000306841,0.0003638779,0.00006143047,0.008187646],"category_scores_gemma":[0.0002114426,0.0002397835,0.000132943,0.001148647,0.00008604386,0.01936571,0.000177795,0.0002723323,0.0168254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004085143,"about_ca_system_score_gemma":0.00009602001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005768172,"about_ca_topic_score_gemma":1.384514e-7,"domain_scores_codex":[0.9985356,0.00005283232,0.0004453451,0.0002171926,0.000426393,0.0003225913],"domain_scores_gemma":[0.9991899,0.00003581429,0.0002179724,0.0002276531,0.00007409536,0.0002545786],"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":[0.0003444709,0.000051925,0.003984385,0.00007752381,0.0001315359,0.000006676913,0.2092222,0.001528526,0.000810681,0.05540352,0.7253339,0.003104632],"study_design_scores_gemma":[0.001027,0.0001300964,0.009806101,0.00002843826,0.00002433461,0.0000115511,0.0777567,0.01209687,0.004494614,0.0006232281,0.8933614,0.0006396481],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1959798,0.001373444,0.001926759,0.1001016,0.0004604126,0.0008520506,0.0003704448,0.00659066,0.6923448],"genre_scores_gemma":[0.9909962,0.00008281028,0.00312789,0.004448448,0.0006142525,0.00002536364,0.0002525696,0.00007058348,0.0003818412],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7950164,"threshold_uncertainty_score":0.9943499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008492616868110626,"score_gpt":0.2158892468605265,"score_spread":0.2073966299924158,"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."}}