{"id":"W4410977209","doi":"10.18733/cpi29761","title":"Contributor Biographies","year":2025,"lang":"en","type":"article","venue":"Cultural and Pedagogical Inquiry","topic":"Art Education and Development","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Cardiff Metropolitan University","keywords":"Geology","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":["insufficient_payload"],"category_scores_codex":[0.002627501,0.0007585186,0.0008138476,0.005520525,0.003154952,0.003838649,0.001510048,0.001609026,0.4479851],"category_scores_gemma":[0.03271148,0.0004047563,0.0004006999,0.007633181,0.0006749172,0.00327734,0.002400938,0.003657274,0.2474001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002350314,"about_ca_system_score_gemma":0.006427195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01008884,"about_ca_topic_score_gemma":0.01678359,"domain_scores_codex":[0.9975132,0.0002794701,0.0001361071,0.0003805058,0.001502251,0.0001885017],"domain_scores_gemma":[0.9730124,0.004147308,0.00105779,0.001720074,0.01820643,0.001855966],"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":[0.000005952099,0.000005335107,0.00007348927,0.00007283522,0.000001230706,0.00003524772,0.0001481211,0.0000190483,0.00007002971,0.0009616652,0.9772221,0.02138488],"study_design_scores_gemma":[0.000001881017,0.000002275896,0.0001188041,0.0000840804,0.000002314862,0.00005331636,0.0001121446,0.00002197434,0.00006620664,0.0003374673,0.999196,0.000003619222],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001444302,0.01161586,0.004219094,0.05725067,0.1001886,0.0006738472,0.0211222,0.001631565,0.801854],"genre_scores_gemma":[0.007386441,0.007969839,0.002295244,0.006462497,0.009610867,0.0004488162,0.006270241,0.001184856,0.9583712],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5520149,"threshold_uncertainty_score":0.7873823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5487381592905354,"score_gpt":0.443988249567181,"score_spread":0.1047499097233544,"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."}}