{"id":"W2026881710","doi":"10.1177/1473325006064262","title":"‘Too Ambitious’","year":2006,"lang":"en","type":"article","venue":"Qualitative Social Work","topic":"Qualitative Research Methods and Ethics","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Qualitative research; Positivism; Research design; Qualitative property; Sociology; Engineering ethics; Political science; Computer science; Social science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01307422,0.0001451982,0.0002685074,0.00008742121,0.002930127,0.0001501741,0.0002530018,0.0002165564,0.0006623177],"category_scores_gemma":[0.002266475,0.0001481394,0.0001825653,0.001548309,0.002683246,0.0002082272,0.0000420363,0.000445891,0.0003951283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002371709,"about_ca_system_score_gemma":0.0002733517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005020936,"about_ca_topic_score_gemma":0.001106624,"domain_scores_codex":[0.9859454,0.01175198,0.000325005,0.0002860577,0.001011407,0.0006801333],"domain_scores_gemma":[0.9950143,0.004171048,0.0001349645,0.00009946666,0.0004528364,0.0001274168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001673794,0.0000438947,0.00007450171,0.000006620995,0.00001375695,0.000002530072,0.2855456,3.535518e-7,0.0000289024,0.6584146,0.05315722,0.002695235],"study_design_scores_gemma":[0.0001632264,0.00002306568,0.001222223,0.00001052379,0.000005453212,2.951291e-8,0.1917234,2.946518e-7,0.00001971608,0.526266,0.2803949,0.0001712801],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05514878,0.0005477848,0.0236143,0.1682912,0.0005882542,0.0006359254,0.00006512287,0.0003843233,0.7507243],"genre_scores_gemma":[0.9069563,0.00004139955,0.02019873,0.001584668,0.002725936,0.0001065699,0.00003827263,0.00004902787,0.06829912],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8518075,"threshold_uncertainty_score":0.9983679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2432111197419383,"score_gpt":0.5848662859147127,"score_spread":0.3416551661727744,"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."}}