{"id":"W4402007394","doi":"10.1111/aab.12935","title":"Don't forget the blogosphere","year":2024,"lang":"en","type":"article","venue":"Annals of Applied Biology","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick; University of Calgary","funders":"","keywords":"Blogosphere; Brainstorming; Outreach; Science communication; Session (web analytics); Social media; Work (physics); Biology; Sociology; World Wide Web; Public relations; The Internet; Computer science; Science education; Political science","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":[0.004813588,0.0004763987,0.0005572325,0.001453177,0.004351607,0.0119446,0.0009557488,0.003269192,0.02390921],"category_scores_gemma":[0.02733768,0.0003189137,0.0003379609,0.001337815,0.00391906,0.01639173,0.004128959,0.003975027,0.01147403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001310165,"about_ca_system_score_gemma":0.001695049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001051902,"about_ca_topic_score_gemma":0.001976067,"domain_scores_codex":[0.9965773,0.001286719,0.0001898986,0.0003749831,0.001167636,0.0004035021],"domain_scores_gemma":[0.9734311,0.01093265,0.002976437,0.002197734,0.005135382,0.005326692],"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":[0.0002309993,0.0001647605,0.01411261,0.001370867,0.00007681127,0.0006741277,0.01334792,0.0001391491,0.002459913,0.03586617,0.685186,0.2463707],"study_design_scores_gemma":[0.00005644163,0.0001365263,0.004859447,0.001072344,0.00006361294,0.0008747593,0.01488935,0.0002688256,0.0009850248,0.02510226,0.9516143,0.00007702821],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0550513,0.01862886,0.008617703,0.5681475,0.03961485,0.0001478493,0.0008316557,0.002188518,0.3067718],"genre_scores_gemma":[0.6283818,0.01786225,0.007637561,0.1667243,0.02068338,0.00020064,0.0006472706,0.001084044,0.1567787],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02390921,"threshold_uncertainty_score":0.07998431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04828522257752333,"score_gpt":0.3039841675423315,"score_spread":0.2556989449648082,"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."}}