{"id":"W4408366799","doi":"10.1007/978-3-031-82775-4_11","title":"Interactions and Communications","year":2025,"lang":"en","type":"book-chapter","venue":"Natural resource management and policy","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Computer 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001691177,0.0002734053,0.000242864,0.0009725685,0.0005185595,0.0001637525,0.0004008558,0.0002046304,0.00004916713],"category_scores_gemma":[0.0000451626,0.0002670771,0.0000540965,0.000209565,0.0003690104,0.0001627693,0.002114024,0.0006478597,0.00004530044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006845939,"about_ca_system_score_gemma":0.00001464585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005136653,"about_ca_topic_score_gemma":0.00003733825,"domain_scores_codex":[0.9991134,0.000005385495,0.0002496327,0.0003013423,0.0001323166,0.0001979612],"domain_scores_gemma":[0.9992546,0.00005220498,0.0001855188,0.0004173403,0.00008198832,0.000008304195],"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":[0.000008136955,0.000006376436,0.00003820216,0.0001642705,0.0001332731,0.000002565165,0.00003745496,2.957893e-8,3.008806e-7,0.8072351,0.0320441,0.1603302],"study_design_scores_gemma":[0.0001584533,0.00000194369,0.0005278294,0.0001585138,0.00009098687,0.000001028173,0.0001261243,0.000054468,3.302981e-7,0.1226939,0.8759692,0.0002171937],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00006005972,0.001550257,0.00001894692,0.01229717,0.0001318149,0.0003533525,0.000004514858,0.0001496951,0.9854342],"genre_scores_gemma":[0.02932428,0.0009737593,0.0007554714,0.007032473,0.0005369564,0.00003617414,0.0001700936,0.00002921995,0.9611416],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8439251,"threshold_uncertainty_score":0.9999781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02285389828648508,"score_gpt":0.2721452550531093,"score_spread":0.2492913567666242,"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."}}