{"id":"W4411748964","doi":"10.1007/s00146-025-02405-8","title":"Beyond the attention economy, towards an ecology of attending. A manifesto","year":2025,"lang":"en","type":"article","venue":"AI & Society","topic":"Mind wandering and attention","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université Laval; Dalhousie University; University of Victoria","funders":"","keywords":"Manifesto; Performing arts; Ecology; Sociology; Political science; Economics; Market economy; Visual arts; Art; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01245217,0.0003519407,0.0002716703,0.001222756,0.006499791,0.01619409,0.0009457191,0.004779179,0.00922543],"category_scores_gemma":[0.01460579,0.0003201047,0.0003372322,0.001251466,0.03236407,0.01538567,0.006714986,0.005568876,0.001279189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007765388,"about_ca_system_score_gemma":0.004057936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00473186,"about_ca_topic_score_gemma":0.00316687,"domain_scores_codex":[0.9938058,0.004127163,0.0001863823,0.0005424765,0.0008966191,0.0004417152],"domain_scores_gemma":[0.9841113,0.01206487,0.0006540588,0.001546516,0.0009162424,0.0007070865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001466848,0.00001619547,0.0001832885,0.00004525602,0.000001804976,0.0000939619,0.01453421,0.0002123944,0.0003583216,0.9715135,0.00639057,0.006635942],"study_design_scores_gemma":[0.00001941682,0.00004137175,0.0005729045,0.0002240949,0.0000108498,0.0001264369,0.008848238,0.00111424,0.001068205,0.4078342,0.5801019,0.0000379819],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05681976,0.005261028,0.04285984,0.2128507,0.001681826,0.0001475994,0.0002860645,0.0004027053,0.6796904],"genre_scores_gemma":[0.9250457,0.001609863,0.004511439,0.008973005,0.000508518,0.0001893966,0.0000661302,0.0001881906,0.05890772],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01619409,"threshold_uncertainty_score":0.06585413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02066615485517451,"score_gpt":0.2925034727013283,"score_spread":0.2718373178461537,"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."}}