{"id":"W289508730","doi":"","title":"An Exploration of Owner-Manager Problem Solving Practices in Small Firms: The Central Vancouver Island Experience","year":2008,"lang":"en","type":"dissertation","venue":"University of Hertfordshire Research Archive (University of Hertfordshire)","topic":"Family Business Performance and Succession","field":"Business, Management and Accounting","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Geography; Operations management; Operations research; Computer science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009495866,0.0003952973,0.0007257366,0.001532049,0.001054126,0.00006880422,0.001966258,0.000317616,0.0003193183],"category_scores_gemma":[0.000188598,0.0003584302,0.0002693281,0.001540199,0.0008722838,0.007300714,0.0004486532,0.000903029,0.00001560265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001431296,"about_ca_system_score_gemma":0.0004655388,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05271918,"about_ca_topic_score_gemma":0.2989188,"domain_scores_codex":[0.9967405,0.0001971023,0.0004418649,0.000721824,0.001102007,0.0007967701],"domain_scores_gemma":[0.9963381,0.000304752,0.001598705,0.0007247225,0.0009679183,0.00006583245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.03072616,0.006815861,0.2884095,0.02357417,0.001040352,0.001612774,0.3608062,0.005240045,0.0163395,0.006249979,0.07504173,0.1841438],"study_design_scores_gemma":[0.003651045,0.000400529,0.1620167,0.003551922,0.0002354117,0.000002724996,0.7377174,0.02641249,0.0002261274,0.00499674,0.05956959,0.001219262],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9740962,0.0002069206,0.001257937,0.0001998439,0.0003150387,0.00111069,0.00003736336,0.00004971673,0.02272625],"genre_scores_gemma":[0.9913121,0.003199399,0.001411167,0.00002563581,0.0001710648,0.000001209334,0.0005564809,0.00005057211,0.003272305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3769113,"threshold_uncertainty_score":0.9998868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06037222877261302,"score_gpt":0.2814689871869243,"score_spread":0.2210967584143113,"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."}}