{"id":"W6911798366","doi":"10.5281/zenodo.14592743","title":"Cephalozia bicuspidata Dumort","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Coleoptera Taxonomy and Distribution","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sine; Context (archaeology); Point (geometry)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009672262,0.0004001977,0.0002531646,0.001606103,0.001352312,0.0004253091,0.0004311391,0.0003362842,0.008915622],"category_scores_gemma":[0.0003756636,0.0001752401,0.0001230742,0.001058116,0.0007835776,0.0005451036,0.0007139202,0.0003166089,0.001975091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005752199,"about_ca_system_score_gemma":0.0002852717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02205807,"about_ca_topic_score_gemma":0.04179789,"domain_scores_codex":[0.999832,0.00001911249,0.00001592748,0.00005817381,0.00004412157,0.00003059703],"domain_scores_gemma":[0.9997068,0.00004427942,0.0001257062,0.00003906355,0.00005355904,0.00003057193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001461371,0.0001354533,0.1430502,0.001384303,0.0001119065,0.003225773,0.002583624,0.001212357,0.08177864,0.007554178,0.03192624,0.7255761],"study_design_scores_gemma":[0.00006344748,0.0001883433,0.7198599,0.0004091187,0.0001403934,0.007076755,0.002106326,0.0004687736,0.00521275,0.0009714382,0.2634554,0.00004745755],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6673582,0.014602,0.003357765,0.0006495768,0.000490966,0.0002198365,0.006080104,0.000550638,0.3066909],"genre_scores_gemma":[0.9812388,0.002274484,0.001394572,0.000333852,0.00005857618,0.00003513011,0.001708159,0.00001846589,0.01293791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02205807,"threshold_uncertainty_score":0.04385936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03983663008611298,"score_gpt":0.2280102753530645,"score_spread":0.1881736452669515,"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."}}