{"id":"W6966759306","doi":"10.48448/9v3g-p168","title":"Text Characterization Toolkit","year":2022,"lang":"en","type":"other","venue":"Underline Science Inc.","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Spurious relationship; Scripting language; Characterization (materials science)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.002792136,0.002456233,0.00138342,0.00555659,0.001184092,0.005515493,0.003458784,0.001648936,0.1626348],"category_scores_gemma":[0.02116582,0.001404383,0.002081799,0.004255526,0.0005899832,0.00718041,0.004958889,0.003093672,0.1766736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001115389,"about_ca_system_score_gemma":0.002816272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004310349,"about_ca_topic_score_gemma":0.004981067,"domain_scores_codex":[0.9969059,0.0005839643,0.0006272125,0.0007121048,0.0009804383,0.0001903848],"domain_scores_gemma":[0.9911509,0.003828025,0.0005296954,0.001961435,0.002149362,0.0003806463],"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":[0.0002440851,0.00006127448,0.001089937,0.001949129,0.00008294154,0.0003445216,0.0005182866,0.001806876,0.002952981,0.009804563,0.8722161,0.1089292],"study_design_scores_gemma":[0.00008931718,0.00003533491,0.001223465,0.0002834839,0.00004298309,0.0005824698,0.0002804312,0.01325163,0.006493436,0.02190229,0.955682,0.0001331127],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.00171745,0.0006479637,0.1677185,0.0008635738,0.0004983763,0.0006052169,0.2396387,0.560065,0.02824529],"genre_scores_gemma":[0.01982253,0.0008205168,0.2247481,0.001026183,0.000212574,0.002313821,0.5997208,0.1154653,0.03587008],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.1626348,"threshold_uncertainty_score":0.5440675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01760162032816789,"score_gpt":0.2747537224464708,"score_spread":0.257152102118303,"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."}}