{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002409412,0.0001609484,0.000193442,0.0003052148,0.0002744657,0.0005448396,0.00114196,0.0005335556,0.001863481],"category_scores_gemma":[0.000785698,0.0001554898,0.0001621515,0.00035846,0.0003490645,0.00004811052,0.003634423,0.001355091,0.001134295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005700596,"about_ca_system_score_gemma":0.001170888,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04249365,"about_ca_topic_score_gemma":0.01266524,"domain_scores_codex":[0.9975852,0.0002169608,0.0002481023,0.0005209077,0.0009891877,0.0004396236],"domain_scores_gemma":[0.9988472,0.000225336,0.00004421463,0.0004827193,0.0002140751,0.0001864859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00000563939,0.00004432284,0.0002820598,0.0004698075,0.00008603081,0.0001473496,0.02142429,0.00002351513,0.0001447923,0.4863822,0.3773511,0.1136389],"study_design_scores_gemma":[0.00001674562,0.000007590931,0.00001905907,0.000224127,0.00001564052,5.768042e-7,0.002673716,0.0004142789,0.000220303,0.7711551,0.2249827,0.0002701188],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.009472082,0.001432572,0.00258885,0.03211057,0.001643294,0.0008008786,0.000006237204,0.001989815,0.9499557],"genre_scores_gemma":[0.9448768,0.00058561,0.01872983,0.0002118229,0.0008721971,0.0002301886,0.000006320649,0.00004879065,0.03443846],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9354047,"threshold_uncertainty_score":0.9996434,"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."}}