{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006116662,0.0007204737,0.001020241,0.006486152,0.002362753,0.005380826,0.002615716,0.001876095,0.4132515],"category_scores_gemma":[0.02326066,0.0005326447,0.0007747288,0.008052094,0.001032917,0.004281122,0.005678638,0.002252986,0.1743983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003146695,"about_ca_system_score_gemma":0.01777444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01042391,"about_ca_topic_score_gemma":0.02844662,"domain_scores_codex":[0.995564,0.001258048,0.0003933737,0.0004718825,0.001702516,0.0006101895],"domain_scores_gemma":[0.9820142,0.002331285,0.00117557,0.002462429,0.007463997,0.004552577],"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":[0.0001107505,0.0000167593,0.0002033778,0.001345264,0.000006516021,0.00007228281,0.0001324074,0.00001858863,0.0002595265,0.008671534,0.8560026,0.1331604],"study_design_scores_gemma":[0.00001085548,0.000009029936,0.0002892973,0.0004554287,0.000003293861,0.00004444678,0.0001108521,0.000007021685,0.0000432333,0.001087946,0.9979358,0.000002825843],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002006232,0.0818754,0.005190399,0.05234753,0.03405516,0.001673931,0.02938036,0.002551342,0.7909197],"genre_scores_gemma":[0.01922288,0.07355161,0.01313669,0.02533619,0.008312901,0.002445317,0.03216312,0.002113057,0.8237182],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4132515,"threshold_uncertainty_score":0.8369256,"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."}}