{"id":"W2317453076","doi":"10.1093/tandt/tts116","title":"More miseries for trustees","year":2012,"lang":"en","type":"article","venue":"Trusts & Trustees","topic":"Legal Education and Practice Innovations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008777824,0.0001405895,0.0001652342,0.0001111733,0.0009433816,0.000228245,0.000254936,0.0001348546,0.002392044],"category_scores_gemma":[0.001304595,0.0001343403,0.00009221394,0.0002914333,0.000276509,0.001822355,0.00002178427,0.0001869941,0.0001799176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009831957,"about_ca_system_score_gemma":0.0004165428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009781137,"about_ca_topic_score_gemma":0.0005367378,"domain_scores_codex":[0.9985739,0.0001191262,0.0002638512,0.0001729418,0.000310113,0.0005600423],"domain_scores_gemma":[0.998678,0.0005081714,0.0001453682,0.0002251052,0.0002290099,0.0002142974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000707411,0.000315753,0.01628744,0.00004293075,0.00005652444,3.719604e-7,0.1430537,0.000004018884,0.0001226991,0.7214822,0.09601561,0.02254802],"study_design_scores_gemma":[0.0002415959,0.00002037176,0.008693332,0.000007882705,0.000037046,0.000001233088,0.03302155,0.000005344593,0.0002430959,0.001551506,0.9559882,0.0001888136],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2865203,0.00137909,0.0005235951,0.1386773,0.008211668,0.001735709,0.00007518878,0.0006803432,0.5621968],"genre_scores_gemma":[0.9586886,0.00005710124,0.003654857,0.001750057,0.001945409,0.0001802525,0.00002486697,0.00002426768,0.03367455],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8599726,"threshold_uncertainty_score":0.9985199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.078985478390366,"score_gpt":0.4476509934644411,"score_spread":0.3686655150740751,"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."}}