{"id":"W4407705847","doi":"10.1007/978-981-96-0547-7_13","title":"Rock Skin—A Process Toward Ecological Empathy","year":2025,"lang":"en","type":"book-chapter","venue":"Advances in 21st century human settlements","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Empathy; Process (computing); Ecology; Psychology; Geography; Computer science; Biology; Social psychology","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002328545,0.0005294067,0.0004657012,0.0001135121,0.0002190213,0.00003504413,0.0006940103,0.0003045387,0.03199511],"category_scores_gemma":[0.00003629734,0.000521496,0.0001537432,0.00009104577,0.0002905433,0.0004194768,0.0005790385,0.0005941921,0.0006802689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001928689,"about_ca_system_score_gemma":0.00004395561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001526495,"about_ca_topic_score_gemma":0.0001564975,"domain_scores_codex":[0.9969887,0.00005196654,0.0007072058,0.001054117,0.000633763,0.0005642767],"domain_scores_gemma":[0.9989322,0.00004851021,0.0002877998,0.0005513761,0.00001303378,0.0001670387],"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":[0.0003813365,0.008353411,0.4436625,0.003171583,0.0003347005,0.0003556979,0.01845079,0.00713875,0.00007910328,0.09444726,0.04145876,0.3821661],"study_design_scores_gemma":[0.0006519154,0.0001366186,0.02711077,0.0001169229,0.00003495207,0.00000197858,0.001869231,0.00001034567,0.00003154541,0.03663706,0.9326844,0.0007142076],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.009743321,0.00129698,0.00001235526,0.0002069358,0.0007661253,0.001251848,0.0001524521,0.00005973583,0.9865102],"genre_scores_gemma":[0.6185237,0.005188656,0.0002672102,0.001977846,0.0001528553,0.0002632175,0.0009150706,0.00008107677,0.3726304],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8912257,"threshold_uncertainty_score":0.9997237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00974043980959801,"score_gpt":0.2896632687022428,"score_spread":0.2799228288926448,"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."}}