{"id":"W4408879072","doi":"10.22621/cfn.v138i2.3505","title":"New Titles","year":2025,"lang":"en","type":"article","venue":"The Canadian Field-Naturalist","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001502971,0.001318895,0.001371386,0.006615017,0.006811014,0.0115634,0.002966479,0.002173316,0.8182919],"category_scores_gemma":[0.004304292,0.0008469481,0.001177135,0.006960634,0.001665103,0.004986413,0.003542431,0.003719388,0.6570562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008514808,"about_ca_system_score_gemma":0.0152873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2308093,"about_ca_topic_score_gemma":0.5706657,"domain_scores_codex":[0.9979729,0.0001082764,0.00004678938,0.0001874087,0.001337015,0.0003476593],"domain_scores_gemma":[0.9951519,0.0002347873,0.00008982304,0.0003617884,0.002687563,0.001474165],"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":[0.000008520431,0.000008998098,0.0000339791,0.00003273019,6.741041e-7,0.00001012073,0.00002148552,0.000009736764,0.00005898,0.001859705,0.9823381,0.01561713],"study_design_scores_gemma":[0.000002592521,0.000001897691,0.0001421398,0.00001952997,8.673493e-7,0.000006850343,0.00005189028,0.00001074401,0.00001875792,0.0002991717,0.999442,0.000003545144],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001876738,0.001037487,0.0003585808,0.002214969,0.008077273,0.0001357691,0.00293083,0.0007604428,0.984297],"genre_scores_gemma":[0.0003116333,0.0003443116,0.0001386012,0.0003633032,0.0003771528,0.0000185286,0.0007775796,0.0002122688,0.9974566],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2308093,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01424315805092141,"score_gpt":0.2529671081414488,"score_spread":0.2387239500905274,"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."}}