{"id":"W6968757664","doi":"10.5281/zenodo.16878367","title":"resoterre","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Environmental Science and Technology","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ouranos","funders":"","keywords":"Work (physics); Process (computing); Identification (biology)","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":[0.003005857,0.003441424,0.001571463,0.00192293,0.001923249,0.006208778,0.005748074,0.002568994,0.5146196],"category_scores_gemma":[0.01383896,0.002967712,0.002076124,0.001355508,0.0009074325,0.008694896,0.007664739,0.005723242,0.5874954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001955767,"about_ca_system_score_gemma":0.002286717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006874106,"about_ca_topic_score_gemma":0.006668066,"domain_scores_codex":[0.9961995,0.0004823123,0.0003069616,0.0008047163,0.001553482,0.0006530224],"domain_scores_gemma":[0.9928749,0.0007232833,0.0002133318,0.003253015,0.002249675,0.0006859066],"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":[0.0002683135,0.00004696642,0.0002835681,0.0003459442,0.0000223499,0.00007774011,0.0001337404,0.000304454,0.001757146,0.003444232,0.9594353,0.03388027],"study_design_scores_gemma":[0.00007713492,0.00003088607,0.000301591,0.00007938302,0.00001513697,0.0001193818,0.00004904242,0.001029219,0.005034875,0.002513225,0.9906872,0.00006296787],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.001438736,0.0005070323,0.0430789,0.001064039,0.002448616,0.0006127831,0.02950746,0.7814357,0.1399068],"genre_scores_gemma":[0.01514461,0.0006616212,0.0267497,0.002080049,0.0004830951,0.0007662105,0.08263347,0.605283,0.2661984],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5146196,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01103802278862984,"score_gpt":0.2252625984703641,"score_spread":0.2142245756817342,"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."}}