{"id":"W3215852921","doi":"10.1002/kpm.1696","title":"Intellectual capital as a longitudinal predictor of company performance in a developing economy","year":2021,"lang":"en","type":"article","venue":"Knowledge and Process Management","topic":"Intellectual Capital and Performance Analysis","field":"Business, Management and Accounting","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Predictive power; Intellectual capital; Market capitalization; Return on assets; Stock exchange; Return on equity; Book value; Business; Return on capital; Economics; Equity (law); Stock market; Finance; Human capital; Financial capital; Market economy","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":[0.001392962,0.0001981878,0.0001214506,0.000974501,0.0002380282,0.0007732456,0.0002134689,0.0002120363,0.001781733],"category_scores_gemma":[0.004807738,0.00007570532,0.0002032207,0.0008071385,0.0003367693,0.0007113768,0.0006018991,0.000517508,0.0002266376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004430584,"about_ca_system_score_gemma":0.0005082396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008474867,"about_ca_topic_score_gemma":0.007635497,"domain_scores_codex":[0.9997781,0.00007238835,0.00001790149,0.00002856923,0.00004213179,0.00006087159],"domain_scores_gemma":[0.9937956,0.002299671,0.002537304,0.0002637444,0.0006150224,0.0004886721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002807538,0.00003563988,0.9971879,0.000002673677,0.00001611482,0.00004725976,0.00006149738,0.0006114052,0.00006510662,0.000128639,0.00004308002,0.001772729],"study_design_scores_gemma":[0.000001506298,0.00004814404,0.9962683,0.000007043646,0.000008966139,0.00003117673,0.0002170481,0.002875742,0.0002230708,0.0001526777,0.0001630344,0.000003259303],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992193,0.00003040583,0.0001091504,0.00002578987,0.000001073263,0.000001884673,0.0001087509,0.000001786184,0.0005018089],"genre_scores_gemma":[0.9997088,0.00001780163,0.00003562178,0.000002396267,0.000001362745,0.000001473164,0.000117177,3.866136e-7,0.0001150248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008474867,"threshold_uncertainty_score":0.01685107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01877684072982825,"score_gpt":0.2397002654061895,"score_spread":0.2209234246763613,"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."}}