{"id":"W4396928990","doi":"10.29173/spectrum245","title":"Inspiring Repertoire for Enrichment","year":2024,"lang":"en","type":"article","venue":"Spectrum","topic":"Legal Education and Practice Innovations","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Repertoire; Computational biology; Biology; Art; Literature","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001072662,0.0005137907,0.0003465979,0.001051262,0.003539051,0.004902039,0.000989429,0.001373176,0.02329706],"category_scores_gemma":[0.002211671,0.0002236549,0.0003955441,0.0004648671,0.006843331,0.006376047,0.01045414,0.002179121,0.005263139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001296378,"about_ca_system_score_gemma":0.001121378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000451968,"about_ca_topic_score_gemma":0.001704346,"domain_scores_codex":[0.998936,0.0004277692,0.00002706001,0.0001665027,0.00029558,0.0001471726],"domain_scores_gemma":[0.9992208,0.0002485093,0.00003601021,0.0001770003,0.00009234338,0.0002253508],"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":[0.000163281,0.0001506457,0.001964241,0.0007830517,0.00001885328,0.001120744,0.08925046,0.0005501749,0.01472939,0.6033194,0.04685587,0.2410938],"study_design_scores_gemma":[0.0000154746,0.00007764648,0.001009544,0.0003044368,0.000007880883,0.0009005987,0.01494259,0.0003503958,0.001738917,0.08104552,0.8995863,0.00002074867],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06939507,0.00694669,0.06020629,0.01582409,0.001284558,0.0001428561,0.0001401652,0.001125553,0.8449347],"genre_scores_gemma":[0.6125365,0.004482207,0.07910592,0.005254959,0.0006019716,0.000310939,0.0003042358,0.001060339,0.2963429],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02329706,"threshold_uncertainty_score":0.07793635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04316405541703564,"score_gpt":0.4144762855152757,"score_spread":0.37131223009824,"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."}}