{"id":"W2935613447","doi":"","title":"'Silly, Soft and Otherwise Suspect’: Doctoral education as risky business","year":2005,"lang":"en","type":"article","venue":"Deakin Research Online (Deakin University)","topic":"Legal Education and Practice Innovations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Victoria Park","funders":"","keywords":"Suspect; Rigour; False accusation; Relation (database); Corporate governance; Political science; Misconduct; Sociology; Public relations; Law; Criminology; Management; Epistemology; Economics","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01993706,0.0002068352,0.0003673317,0.001912735,0.01641314,0.02059526,0.00111934,0.008609298,0.006932313],"category_scores_gemma":[0.0510367,0.0004434346,0.0003248302,0.001531794,0.06819391,0.01391111,0.0146158,0.009479922,0.000598919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009805436,"about_ca_system_score_gemma":0.01010233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007301402,"about_ca_topic_score_gemma":0.01261254,"domain_scores_codex":[0.9722064,0.02061262,0.0004637411,0.001313054,0.003440646,0.001963625],"domain_scores_gemma":[0.9409969,0.04154286,0.007476057,0.003170264,0.002694728,0.004119201],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003565787,0.00005924341,0.005845161,0.0000809726,0.000007793427,0.0006558558,0.1834707,0.0001730754,0.0003016604,0.7792631,0.008147543,0.02195921],"study_design_scores_gemma":[0.0000317226,0.0001298661,0.01723416,0.001098033,0.00002845315,0.001187993,0.3099064,0.001345023,0.001674574,0.3710864,0.2961541,0.0001232969],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4028341,0.004607324,0.007111763,0.2059149,0.0005557415,0.00005645743,0.00002763997,0.0000541737,0.3788378],"genre_scores_gemma":[0.9845073,0.0008902114,0.0004380249,0.004312168,0.0001104547,0.000021429,0.000004722435,0.00001649369,0.009699133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.980063,"threshold_uncertainty_score":0.1054385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0991315259408548,"score_gpt":0.4445885805701416,"score_spread":0.3454570546292868,"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."}}