{"id":"W6977132463","doi":"10.6084/m9.figshare.29247548","title":"Principles of Concrete Telecom Towers Design","year":2025,"lang":"en","type":"book","venue":"Figshare","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mass media; Loneliness; Appeal; Television studies; Interpersonal communication; Feeling; Isolation (microbiology); Cable television; Social media","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":[0.003990563,0.001664878,0.0007458146,0.002015183,0.001984878,0.006596859,0.003891232,0.002896647,0.06591263],"category_scores_gemma":[0.01003782,0.001106474,0.00165639,0.001982311,0.004319827,0.004831116,0.003991471,0.001973573,0.0201269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002209715,"about_ca_system_score_gemma":0.002895803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002489982,"about_ca_topic_score_gemma":0.002857481,"domain_scores_codex":[0.995393,0.001699064,0.0003851057,0.0007642233,0.001476128,0.0002825134],"domain_scores_gemma":[0.9966925,0.001234555,0.0002028271,0.0008784944,0.0008339268,0.0001576797],"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":[0.0001345004,0.00007491503,0.0006600717,0.0006456906,0.00003090837,0.00021247,0.001168029,0.01973891,0.002535611,0.7893326,0.01276134,0.1727049],"study_design_scores_gemma":[0.0001130329,0.0002393986,0.0003490202,0.0006238556,0.00005847622,0.0004626752,0.0007707486,0.03687578,0.003766951,0.3897007,0.5669727,0.00006662284],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.001716224,0.0004162001,0.9128942,0.0006237663,0.0002670437,0.0007741812,0.0003503189,0.001125406,0.08183262],"genre_scores_gemma":[0.06738863,0.0008843403,0.8756995,0.0004061349,0.0001315807,0.002255202,0.0005226415,0.0006830957,0.0520288],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.06591263,"threshold_uncertainty_score":0.2204998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06205112469628055,"score_gpt":0.2687977063171417,"score_spread":0.2067465816208611,"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."}}