{"id":"W4415205320","doi":"10.17159/2411-9717/3701/2025","title":"Novel integrated holistic healthy human framework: A special lens on the minerals industry","year":2025,"lang":"en","type":"article","venue":"Journal of the Southern African Institute of Mining and Metallurgy","topic":"Healthcare and Environmental Waste Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Future Earth","funders":"","keywords":"Stakeholder; Corporate governance; Interpersonal communication; Human health; Stakeholder engagement; Focus (optics); Holistic management; Focus group; Conceptual framework","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":[],"consensus_categories":[],"category_scores_codex":[0.0006742864,0.0001494536,0.0004112163,0.0001550294,0.0001810932,0.00001834234,0.0002183137,0.0001336835,0.0000614306],"category_scores_gemma":[0.0003693426,0.00007679585,0.0001686224,0.0002611729,0.0002995928,0.00003705092,0.00009281126,0.0007056658,0.000002347498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001099731,"about_ca_system_score_gemma":0.0001840414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001552483,"about_ca_topic_score_gemma":0.00005133625,"domain_scores_codex":[0.9987428,0.00008373001,0.0005413732,0.0001265651,0.0003130656,0.0001925294],"domain_scores_gemma":[0.9990574,0.000104389,0.0004231875,0.0002699239,0.0000504633,0.00009464624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01424604,0.01109684,0.03690686,0.003656773,0.01620889,0.0008278439,0.1167262,0.006439555,0.07594551,0.2579898,0.1054889,0.3544669],"study_design_scores_gemma":[0.007420478,0.004197678,0.0354261,0.009793952,0.002503102,0.0004629472,0.1244406,0.0002797791,0.001004483,0.001898666,0.8119146,0.0006576537],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9662402,0.0001376511,0.0003725291,0.0166982,0.0007631822,0.0001858311,0.00001225573,0.000005006019,0.01558513],"genre_scores_gemma":[0.990603,0.00003690773,0.0007358429,0.002884842,0.0005096717,0.000002628402,9.588575e-7,0.00001122671,0.005214909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7064257,"threshold_uncertainty_score":0.3131644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07673995676966651,"score_gpt":0.3200214206433644,"score_spread":0.2432814638736979,"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."}}