{"id":"W4408427994","doi":"10.5194/egusphere-egu25-12617","title":"The &amp;#8220;Finnish Phenomenon&amp;#8221; in Geoscience Education","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Popularity; Phenomenon; Relevance (law); Higher education; Earth science; Political science; Geology; Physics; Law","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":[0.003687921,0.0002291933,0.0001789626,0.001459638,0.007070012,0.005502426,0.001116379,0.002417165,0.02167348],"category_scores_gemma":[0.008555342,0.0002248923,0.0003590146,0.003753182,0.005409052,0.004280301,0.006830609,0.002048077,0.003689488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004301824,"about_ca_system_score_gemma":0.006242666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03184969,"about_ca_topic_score_gemma":0.04583633,"domain_scores_codex":[0.9952385,0.0008185733,0.0002551192,0.0008736412,0.001623273,0.001190874],"domain_scores_gemma":[0.993287,0.003060811,0.001109997,0.0005805204,0.0009400135,0.001021637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002201522,0.0001709532,0.1530225,0.001599256,0.00005082981,0.005155619,0.09636446,0.0007637615,0.003427159,0.3045655,0.1611718,0.2734881],"study_design_scores_gemma":[0.00001547746,0.0001005491,0.2878498,0.0009647946,0.00003315122,0.00190692,0.05690164,0.0004006354,0.001676066,0.0177793,0.6322797,0.00009192308],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.3298039,0.01172745,0.003215688,0.05450465,0.002489742,0.00007678568,0.001643792,0.0001399136,0.5963981],"genre_scores_gemma":[0.9442769,0.004029647,0.0009153758,0.004973505,0.000447179,0.00006621147,0.0005073988,0.00006225452,0.04472156],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.03184969,"threshold_uncertainty_score":0.072505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02704353231563661,"score_gpt":0.283847433303264,"score_spread":0.2568039009876274,"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."}}