{"id":"W2561029197","doi":"10.1111/aen.12254","title":"A century on from <i>The Biology of Dragonflies</i> by Tillyard 1917: what have we learned since then?","year":2016,"lang":"en","type":"article","venue":"Austral Entomology","topic":"Subterranean biodiversity and taxonomy","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Collège Montmorency","funders":"","keywords":"Field (mathematics); Ecology; Systematics; Environmental ethics; Zoology; Biology; Philosophy; Taxonomy (biology); Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001312799,0.0001463964,0.0002097268,0.00004039977,0.00009257894,0.00002370171,0.0004110731,0.0001762008,0.00497994],"category_scores_gemma":[0.0000336867,0.00008091438,0.0000824564,0.00006327441,0.0005264585,0.0001793577,0.0000282584,0.0001374596,0.0006861091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005940983,"about_ca_system_score_gemma":0.00002532432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004572207,"about_ca_topic_score_gemma":0.00101424,"domain_scores_codex":[0.9988595,0.0001992627,0.0001773018,0.0003112809,0.0001067754,0.0003458448],"domain_scores_gemma":[0.9987791,0.0007469254,0.0001165663,0.0002522211,0.00001973768,0.00008540206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006501828,0.00007165079,0.6893375,0.000005956604,0.0001365212,0.00003780943,0.0009384188,0.00001356701,0.002118689,0.0006303744,0.008744601,0.2973148],"study_design_scores_gemma":[0.001959125,0.001194511,0.09994821,0.00008069767,0.00006216182,0.00003143175,0.001581846,0.00001712921,0.009346989,0.003258124,0.8821061,0.0004137234],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845063,0.001015931,0.00003870633,0.01093044,0.0008312752,0.0001464936,0.000614127,0.00002720201,0.001889489],"genre_scores_gemma":[0.9969614,0.001103521,0.00005374698,0.001115097,0.00009143757,7.293218e-7,0.0001399554,0.000002110856,0.000532011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8733615,"threshold_uncertainty_score":0.9959297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05069506231741681,"score_gpt":0.2320104569178888,"score_spread":0.181315394600472,"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."}}