{"id":"W6925332113","doi":"10.17616/r31njn89","title":"Altalis","year":2022,"lang":"en","type":"other","venue":"Registry of Research Repositories","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Service (business); Pride; Customer service; Customer relationship management; Distribution (mathematics); Data management; Digital mapping; Spatial analysis","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001761957,0.0003433667,0.0006571844,0.001065473,0.000327029,0.0001262613,0.001621536,0.0004133979,0.01203112],"category_scores_gemma":[0.001535858,0.0003501712,0.0002173358,0.001581961,0.001893944,0.00006397098,0.0009811478,0.001539797,0.0005247205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005164803,"about_ca_system_score_gemma":0.0008570165,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007438396,"about_ca_topic_score_gemma":0.0002286743,"domain_scores_codex":[0.9928531,0.0008929745,0.0004366921,0.0007888547,0.004225486,0.0008028838],"domain_scores_gemma":[0.9956953,0.0003404292,0.0005764824,0.002757947,0.0004062929,0.0002235264],"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":[0.00007876367,0.0001038965,0.001711327,0.0008835052,0.0002575855,0.0004170433,0.0001274205,6.35287e-7,0.001876921,0.002875728,0.9915633,0.000103912],"study_design_scores_gemma":[0.0001949332,0.0001679913,0.00005541024,0.0003395075,0.00002459315,0.00009316544,0.000742136,8.293829e-7,0.002879078,0.0001678238,0.9950525,0.0002820999],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000138555,0.008549819,0.000001326561,0.0001217152,0.001031304,0.0005831443,0.0008490535,0.0005574851,0.9881676],"genre_scores_gemma":[0.001197899,0.0002705678,0.000455455,0.000002062885,0.002232022,0.0001835197,0.0002776163,0.001659825,0.993721],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0115064,"threshold_uncertainty_score":0.999895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06271056117025542,"score_gpt":0.4062821188848144,"score_spread":0.3435715577145589,"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."}}