{"id":"W4319158651","doi":"10.1007/978-3-031-04504-2_10","title":"Obulala Na-maani: Unity is Strength","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Family and Disability Support Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Public relations; Variety (cybernetics); Political science; Competence (human resources); Context (archaeology); Narrative; Perspective (graphical); Psychology; Geography; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007709835,0.0004990332,0.0004000493,0.0007236631,0.00285316,0.003738496,0.0005089226,0.0009976522,0.02592613],"category_scores_gemma":[0.001165795,0.0001938343,0.0001695257,0.0008613532,0.002990539,0.003808935,0.002005059,0.00283239,0.009790702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00184263,"about_ca_system_score_gemma":0.00177466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002313098,"about_ca_topic_score_gemma":0.007496685,"domain_scores_codex":[0.999714,0.0001104291,0.000009472843,0.00003611866,0.00009502262,0.00003502141],"domain_scores_gemma":[0.9997059,0.000122829,0.00001891525,0.00002671525,0.00008554736,0.00004006894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001991111,0.00003219035,0.000169034,0.0001331952,0.000003898464,0.00008792588,0.003615755,0.00004720992,0.0001960903,0.684477,0.2381124,0.07310533],"study_design_scores_gemma":[0.000003266212,0.000006818026,0.0001854821,0.0001050789,0.000002143583,0.00009354794,0.001063082,0.00003209005,0.00006305189,0.03661025,0.9618321,0.000003085694],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001188943,0.01553675,0.00166219,0.01495551,0.002306823,0.00003054945,0.00004616112,0.00004771882,0.9642254],"genre_scores_gemma":[0.03346813,0.009667031,0.002081916,0.006639449,0.001122501,0.0001016273,0.00006198492,0.0001211894,0.9467362],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02592613,"threshold_uncertainty_score":0.08673161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1266395771056643,"score_gpt":0.3739455707975783,"score_spread":0.247305993691914,"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."}}