{"id":"W4414391465","doi":"10.1002/14651858.ed000175","title":"Call to action: building a better future together, powered by evidence, guided by collective impact","year":2025,"lang":"en","type":"editorial","venue":"Cochrane Database of Systematic Reviews","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Wellcome Trust","keywords":"Societal impact of nanotechnology; Risk assessment; Work (physics); Key (lock)","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1422306,0.003394383,0.004536689,0.007334979,0.01249046,0.04765547,0.009109229,0.04807747,0.04301864],"category_scores_gemma":[0.1978247,0.002281098,0.004810889,0.00461094,0.04163285,0.0696628,0.05400871,0.05849697,0.0218263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01553074,"about_ca_system_score_gemma":0.09451716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003581895,"about_ca_topic_score_gemma":0.005179548,"domain_scores_codex":[0.8167109,0.1160601,0.007717588,0.01233001,0.03783025,0.009351222],"domain_scores_gemma":[0.710676,0.1749253,0.01192976,0.01787269,0.02733052,0.05726579],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001461732,0.0002668308,0.0008663909,0.00447283,0.0003834326,0.0005115836,0.008947498,0.0005693627,0.0008221063,0.1641095,0.6552389,0.1636655],"study_design_scores_gemma":[0.00005885036,0.0001187833,0.0004742618,0.006398342,0.0001119585,0.0002966604,0.006811152,0.0002840819,0.0004029336,0.2467991,0.7381147,0.0001291473],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0004860406,0.01694847,0.01450069,0.9415112,0.01039419,0.0002664427,0.0002706046,0.0005005659,0.01512181],"genre_scores_gemma":[0.04250777,0.03986376,0.0957064,0.7830945,0.01600756,0.001643316,0.0009173711,0.001159082,0.01910031],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.8577694,"threshold_uncertainty_score":0.7521961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1297321956215781,"score_gpt":0.4821147414519962,"score_spread":0.3523825458304181,"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."}}