{"id":"W4404840265","doi":"10.32920/27926790.v1","title":"Delving into Delphis","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; McMaster University","funders":"","keywords":"Delphinus delphis; Geography; Fishery; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1116194,0.00125767,0.000866767,0.004005805,0.006558182,0.008827649,0.002131553,0.004442414,0.0274328],"category_scores_gemma":[0.2125097,0.0009671246,0.00118265,0.003476593,0.01361062,0.01271338,0.01174068,0.01125283,0.008344317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006006607,"about_ca_system_score_gemma":0.013964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001449379,"about_ca_topic_score_gemma":0.001215613,"domain_scores_codex":[0.8465014,0.1193395,0.007061224,0.004104587,0.02000339,0.002990087],"domain_scores_gemma":[0.7962837,0.1455907,0.00610892,0.01139123,0.03464396,0.005981492],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001509431,0.00009098448,0.0008395088,0.001930505,0.0000624525,0.0003372274,0.06453208,0.0009154793,0.001198919,0.3271373,0.4072856,0.195519],"study_design_scores_gemma":[0.0000418475,0.00007240543,0.0005207166,0.00213556,0.00001189087,0.0002817557,0.02402123,0.00120214,0.0005575366,0.1392311,0.8318387,0.00008507517],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.02129717,0.01137479,0.2639863,0.4426819,0.05648595,0.008142522,0.0009055688,0.001639559,0.1934862],"genre_scores_gemma":[0.3430387,0.01704986,0.3304423,0.1712744,0.01547032,0.01544822,0.001384674,0.002247078,0.1036444],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8883806,"threshold_uncertainty_score":0.5903071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1647116892657564,"score_gpt":0.5129604229559147,"score_spread":0.3482487336901583,"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."}}