{"id":"W7084060551","doi":"10.1017/9781009643153.001","title":"Preface and Acknowledgments","year":2025,"lang":"en","type":"other","venue":"","topic":"Marine and environmental studies","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Communalism; Conversation; Fell; Friendship; Politics; Panel discussion","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002248783,0.0008158191,0.0006900692,0.002474032,0.003796322,0.004233854,0.001926604,0.001604322,0.2220113],"category_scores_gemma":[0.01556829,0.000411517,0.0004888591,0.001963761,0.001073442,0.003554192,0.003130473,0.005011549,0.1299148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00230874,"about_ca_system_score_gemma":0.002795805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003745758,"about_ca_topic_score_gemma":0.003536305,"domain_scores_codex":[0.9982003,0.0003827999,0.0001492677,0.0003038266,0.0008007996,0.0001629389],"domain_scores_gemma":[0.9933507,0.001406219,0.0002626471,0.0005757755,0.003795859,0.0006088545],"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":[0.0000230092,0.00001673423,0.0001196838,0.0001522976,0.00000204623,0.00006704459,0.0004907862,0.00003987157,0.00009286805,0.01166984,0.9589528,0.02837296],"study_design_scores_gemma":[0.000002352177,0.000007634976,0.0001899074,0.0001331204,9.411834e-7,0.00004391242,0.000239054,0.00001340238,0.00004125851,0.001478174,0.9978465,0.00000370777],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002106198,0.01126104,0.00742847,0.04872831,0.1764823,0.001041533,0.012449,0.001835685,0.7386674],"genre_scores_gemma":[0.01195098,0.006576549,0.005206114,0.01327421,0.02693643,0.001090952,0.01432893,0.001631715,0.919004],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7779887,"threshold_uncertainty_score":0.7427016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004724718867804076,"score_gpt":0.1732247441335213,"score_spread":0.1685000252657173,"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."}}