{"id":"W7010134099","doi":"","title":"Gormley - Scott Aitchison - Thursday, May 12, 2022","year":2022,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Yesterday; Joins; Field (mathematics); Work (physics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007306781,0.0005253006,0.0003572422,0.0007031303,0.003525026,0.002750599,0.0004501956,0.00127494,0.5836298],"category_scores_gemma":[0.003128127,0.000227364,0.0001629005,0.0007449949,0.0004553372,0.00138224,0.001333791,0.00151177,0.251147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001228811,"about_ca_system_score_gemma":0.001837884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04284357,"about_ca_topic_score_gemma":0.1816068,"domain_scores_codex":[0.9995707,0.0000474377,0.00001061565,0.00005753401,0.0002219061,0.00009183121],"domain_scores_gemma":[0.9984444,0.0001207521,0.00003597605,0.00005470428,0.0006897693,0.0006545148],"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":[0.00001616882,0.00001391029,0.0001404625,0.00001169882,2.800951e-7,0.00002633545,0.00007275452,0.000003676894,0.00004613608,0.0001863233,0.9902177,0.009264483],"study_design_scores_gemma":[0.000004404354,0.00001682882,0.001328072,0.00002605101,5.880105e-7,0.00002212769,0.0005744857,0.00001907848,0.00006605237,0.00009291721,0.9978455,0.000003750864],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004755749,0.001630662,0.0003407074,0.03549985,0.0108492,0.0002166974,0.003018213,0.001360032,0.9423288],"genre_scores_gemma":[0.002475916,0.0001929311,0.00005023342,0.0006374485,0.0001269473,0.00001657211,0.0001656564,0.0000710114,0.9962633],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5836298,"threshold_uncertainty_score":0.5939015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00968297778947116,"score_gpt":0.2375199158444829,"score_spread":0.2278369380550117,"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."}}