{"id":"W7079688839","doi":"10.5281/zenodo.17047487","title":"theochem/Selector: v0.1.1a1","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Queen's University","funders":"","keywords":"Python (programming language); Web server; Scripting language; Software","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":[0.002396839,0.003518853,0.002615826,0.00291775,0.001152942,0.003708766,0.005429765,0.00147799,0.1949715],"category_scores_gemma":[0.006340697,0.002445758,0.002748251,0.003040425,0.001018883,0.003281723,0.003562206,0.003427929,0.2123535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001235304,"about_ca_system_score_gemma":0.002891209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004500678,"about_ca_topic_score_gemma":0.00908259,"domain_scores_codex":[0.9985768,0.0001977798,0.0001137125,0.0003648678,0.0005567053,0.0001901326],"domain_scores_gemma":[0.9986358,0.0004864525,0.0000903612,0.0003578418,0.0002691076,0.0001602908],"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":[0.0001500124,0.00005740298,0.0008166658,0.001153951,0.0001246428,0.00008283335,0.00006898015,0.002499111,0.002379967,0.004303044,0.9630388,0.02532456],"study_design_scores_gemma":[0.000529271,0.00006370879,0.001811028,0.0002639359,0.0000936097,0.000319262,0.00005980814,0.04470213,0.02595707,0.0352176,0.8907768,0.0002058009],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.001233151,0.0004153415,0.1081278,0.0003084975,0.0002803817,0.0002208124,0.2118708,0.6644894,0.01305372],"genre_scores_gemma":[0.01504644,0.0006483255,0.1289784,0.001028612,0.0001545133,0.001498029,0.3618527,0.4691271,0.02166574],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.1949715,"threshold_uncertainty_score":0.6522448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01908754728687334,"score_gpt":0.2223664342478615,"score_spread":0.2032788869609882,"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."}}