{"id":"W2148359640","doi":"10.3897/zookeys.22.208","title":"Philonthus hepaticus (Coleoptera, Staphylinidae) in eastern Canada: are distribution gaps distinctive features or collecting artifacts?","year":2009,"lang":"en","type":"article","venue":"ZooKeys","topic":"Coleoptera Taxonomy and Distribution","field":"Agricultural and Biological Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; Université de Moncton; Nova Scotia Hospital","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biological dispersal; Geography; Range (aeronautics); Habitat; Ecology; Distribution (mathematics); Fragmentation (computing); Prehistory; Archaeology; Biology; Demography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001409293,0.0002110037,0.0002549913,0.00001196488,0.0002860911,0.0001041454,0.0001593428,0.0001030723,0.0002948761],"category_scores_gemma":[0.0002047017,0.00009360709,0.00006786185,0.0004479723,0.00002891388,0.0001518651,0.00003270531,0.0002012264,0.00001816323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003868997,"about_ca_system_score_gemma":0.00007972286,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3529177,"about_ca_topic_score_gemma":0.9740267,"domain_scores_codex":[0.9985651,0.00009615141,0.0003119477,0.0003610417,0.0002454424,0.0004203607],"domain_scores_gemma":[0.9993351,0.000187154,0.0001775752,0.00007015061,0.00009069694,0.0001393409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005134778,0.0002657457,0.8987269,0.0000101816,0.00001195304,0.0001093373,0.00008433409,0.00003760937,0.0001506222,0.0001611849,0.001197059,0.09873161],"study_design_scores_gemma":[0.0002868945,0.000266428,0.9932591,0.00007029196,0.000009368906,0.000003557177,0.0004210989,0.000166599,0.0009455279,0.0001944775,0.004132622,0.0002440675],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941598,0.00008857977,0.00003925485,0.00160544,0.0001453272,0.0003631727,0.0002347112,0.00005026171,0.003313471],"genre_scores_gemma":[0.9988597,0.000007366041,0.0000117083,0.0002968491,0.0002030857,0.00002778132,0.0003753668,4.180856e-7,0.0002177287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.621109,"threshold_uncertainty_score":0.6513913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02273728214306396,"score_gpt":0.2247403363561545,"score_spread":0.2020030542130906,"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."}}