{"id":"W6931535816","doi":"10.5281/zenodo.6387809","title":"CMLXOM","year":2022,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Isotope Analysis in Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Identification (biology); Minor (academic); Action (physics); Work (physics)","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":[0.002679934,0.001624195,0.001071638,0.001783283,0.00100027,0.003526991,0.004004055,0.001791399,0.3835163],"category_scores_gemma":[0.0089182,0.001713816,0.001731386,0.001497401,0.0005256091,0.006041915,0.004780399,0.003054088,0.2747043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001331375,"about_ca_system_score_gemma":0.00144286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005083311,"about_ca_topic_score_gemma":0.00426616,"domain_scores_codex":[0.9983134,0.0001971513,0.0001622256,0.0004122457,0.0007081251,0.0002068326],"domain_scores_gemma":[0.9973524,0.00054065,0.0001105458,0.0008986166,0.0008483389,0.0002494868],"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":[0.0002694504,0.00003951252,0.0002980627,0.0003592762,0.00001551973,0.00007783347,0.0001137831,0.0001763735,0.001942827,0.004906637,0.9439756,0.04782513],"study_design_scores_gemma":[0.00009748711,0.00001533188,0.0003509375,0.00006748852,0.000009318849,0.0000770242,0.0000183459,0.0008918507,0.002403456,0.002291744,0.9937472,0.00002977789],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.001990984,0.000477053,0.08777966,0.001543598,0.001369913,0.0004978781,0.1222578,0.6496141,0.134469],"genre_scores_gemma":[0.01557615,0.0004922188,0.06502584,0.00307761,0.0005013553,0.001152469,0.2728865,0.4158025,0.2254853],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3835163,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01655524921377286,"score_gpt":0.2222618874739357,"score_spread":0.2057066382601628,"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."}}