{"id":"W4250313365","doi":"10.21083/partnership.v3i2.900","title":"Profile: Amy Knifton","year":2008,"lang":"en","type":"article","venue":"Partnership The Canadian Journal of Library and Information Practice and Research","topic":"Legal Cases and Commentary","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008678294,0.00005097573,0.00008924338,0.0002577031,0.0006008783,0.0001904682,0.00007777591,0.00004096366,0.0002231976],"category_scores_gemma":[0.0003246471,0.0000269433,0.0000260895,0.000242819,0.0002489636,0.01078432,0.00002375015,0.0006614744,0.00001717101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000144181,"about_ca_system_score_gemma":0.001237586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004278725,"about_ca_topic_score_gemma":0.00002539883,"domain_scores_codex":[0.9990828,0.0001810419,0.0002269383,0.00003567517,0.0002873414,0.000186207],"domain_scores_gemma":[0.9988557,0.0003367676,0.0001030992,0.00008777797,0.0001267374,0.0004899854],"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":[0.004164026,0.0001238864,0.0683795,0.0005199648,0.0003997165,0.002222546,0.03239017,0.000008192821,0.00007316956,0.1475382,0.6906227,0.05355785],"study_design_scores_gemma":[0.0004997097,0.0004062553,0.01472551,0.00004735464,0.00002219276,0.006204535,0.003106921,0.00004665504,0.0002182844,0.0001238328,0.974556,0.00004269322],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3622794,0.002838009,0.000005748849,0.4642237,0.0001018876,0.0003266408,0.000006479705,0.000006861262,0.1702113],"genre_scores_gemma":[0.98557,0.002032395,0.0001773398,0.01063716,0.0002105608,0.000002729908,0.00001032296,0.000004199761,0.001355251],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6232907,"threshold_uncertainty_score":0.781837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07882614409484277,"score_gpt":0.3487550413861438,"score_spread":0.269928897291301,"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."}}