{"id":"W7013231841","doi":"","title":"The Forum (Wood).","year":2015,"lang":"en","type":"other","venue":"Research Output (Edinburgh Napier University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geographer; Service (business); Adventure; George (robot)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004229394,0.0007142351,0.0007020499,0.006664137,0.001187773,0.0003521255,0.004084634,0.001018085,0.004121448],"category_scores_gemma":[0.001060205,0.0005930255,0.0003339681,0.006740354,0.002140763,0.0002827829,0.002330551,0.002799489,0.01489549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002114361,"about_ca_system_score_gemma":0.002413755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000941008,"about_ca_topic_score_gemma":0.00201758,"domain_scores_codex":[0.9903013,0.00109129,0.0003033424,0.001263701,0.00420688,0.002833514],"domain_scores_gemma":[0.9940462,0.0007651737,0.0002927772,0.002323863,0.001379192,0.001192845],"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":[0.0002170697,0.00009627482,0.00004546938,0.00001885637,0.0004954475,0.0005199189,0.0001789488,0.000001751189,0.00002893107,0.007672502,0.9885247,0.002200181],"study_design_scores_gemma":[0.001411971,0.000181313,0.000003599438,0.0002032754,0.00007691111,0.0000107226,0.002302047,0.00003323224,0.00001747228,0.0005934069,0.9945293,0.0006367439],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001740685,0.004317962,0.00002610963,0.001418471,0.0007934749,0.001480788,0.0006776967,0.0009115582,0.9903565],"genre_scores_gemma":[0.0002624858,0.001724483,0.00007320078,0.00002479561,0.001150495,0.000006965543,0.0001668929,0.001381802,0.9952089],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01077404,"threshold_uncertainty_score":0.9996521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08057358511560915,"score_gpt":0.3232557742628061,"score_spread":0.2426821891471969,"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."}}