{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00170969,0.0008196997,0.0004954805,0.00236645,0.001560257,0.007500766,0.002052206,0.004493452,0.5957465],"category_scores_gemma":[0.004241537,0.0003588738,0.0008813382,0.001252229,0.0006992869,0.002735199,0.003670198,0.002621548,0.5403189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002635198,"about_ca_system_score_gemma":0.008150777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01027558,"about_ca_topic_score_gemma":0.01036113,"domain_scores_codex":[0.9988859,0.0001118989,0.00004039436,0.0001019835,0.0005658587,0.0002939909],"domain_scores_gemma":[0.9980081,0.0001225228,0.00008222843,0.0001287698,0.0009973242,0.000661098],"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":[0.00003270061,0.0000236556,0.00007296299,0.00008357298,0.000002231226,0.00002773909,0.000009777779,0.00004304295,0.00009495988,0.005135375,0.958182,0.03629203],"study_design_scores_gemma":[0.000005415324,0.000005795484,0.00008341315,0.00004750355,0.000001107738,0.00001979425,0.00001566885,0.00003083242,0.00005776852,0.0008930987,0.9988373,0.000002182349],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003584081,0.001055687,0.001023911,0.01112885,0.005270085,0.0000987651,0.007644607,0.001946364,0.9714733],"genre_scores_gemma":[0.002155777,0.000763573,0.001125707,0.007063082,0.000617656,0.00009672017,0.007352723,0.0004133685,0.9804114],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4042535,"threshold_uncertainty_score":0,"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."}}