{"id":"W4409273050","doi":"10.1353/vcr.2024.a957143","title":"Research Habitats","year":2024,"lang":"ca","type":"article","venue":"Victorian review","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Habitat; Geography; Ecology; Biology","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","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["scholarly_communication","insufficient_payload"],"category_scores_codex":[0.02176898,0.0003620377,0.0005549713,0.0007576906,0.0003908197,0.01564537,0.00625097,0.0001239795,0.001111382],"category_scores_gemma":[0.003169213,0.000309948,0.0002590453,0.007067943,0.0001858497,0.0307084,0.003829032,0.001798139,0.0251071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003617493,"about_ca_system_score_gemma":0.0009760848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006671232,"about_ca_topic_score_gemma":0.0000215314,"domain_scores_codex":[0.989741,0.003026543,0.0008005424,0.001806077,0.003203847,0.001422019],"domain_scores_gemma":[0.9930266,0.002110419,0.0001029347,0.003683496,0.0005581658,0.000518412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000195308,0.00004823496,0.000004778554,0.0251638,0.0001052006,0.0007129902,0.0001094881,1.266224e-7,0.0000140044,0.5488988,0.313367,0.1115737],"study_design_scores_gemma":[0.00006972998,0.000178775,0.00006260935,0.03107279,0.00007478142,0.00002582835,0.00001431371,0.0007492708,0.00001063125,0.001610025,0.9658276,0.0003035873],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003219104,0.7996423,0.01573291,0.07477462,0.005965867,0.001610572,0.00003441667,0.0003284529,0.1019076],"genre_scores_gemma":[0.002856829,0.9442654,0.001900268,0.001025743,0.001900831,0.0001686484,0.00002869631,0.00005646764,0.04779707],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6524607,"threshold_uncertainty_score":0.9999353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.27159897683386,"score_gpt":0.5045488887637916,"score_spread":0.2329499119299316,"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."}}