{"id":"W7079676369","doi":"10.5281/zenodo.17046101","title":"datalab","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":"Tellabs (Canada)","funders":"","keywords":"Identification (biology); Work (physics); Relation (database); Product (mathematics)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00225065,0.002290985,0.001530355,0.002125346,0.0009460849,0.004494384,0.004377437,0.001235675,0.3029611],"category_scores_gemma":[0.00845277,0.0009617786,0.0009375111,0.003195105,0.0006290402,0.004423785,0.003265437,0.002614243,0.2554326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001086326,"about_ca_system_score_gemma":0.001441784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002538746,"about_ca_topic_score_gemma":0.001881631,"domain_scores_codex":[0.9975356,0.0003251219,0.0001850571,0.0006347627,0.001051858,0.0002677309],"domain_scores_gemma":[0.9947265,0.0007775121,0.0001709572,0.002466802,0.001330982,0.0005272757],"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":[0.0004897375,0.0000730536,0.000476842,0.000260227,0.00004707375,0.00004835027,0.00005856792,0.0005895307,0.002106299,0.006578522,0.9408025,0.04846931],"study_design_scores_gemma":[0.0002992561,0.00007377991,0.0006111756,0.00006840185,0.00003936903,0.0001385557,0.00004124347,0.007657702,0.0119876,0.01376486,0.9652514,0.00006683906],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.001863425,0.0006434335,0.07974214,0.001158516,0.0009148924,0.0003605557,0.1519842,0.6466697,0.1166632],"genre_scores_gemma":[0.05265418,0.001303787,0.06716759,0.003269432,0.0006981891,0.001381969,0.587828,0.1392861,0.1464107],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6970389,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02483031322790702,"score_gpt":0.229953481615728,"score_spread":0.205123168387821,"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."}}