{"id":"W7066224889","doi":"","title":"HRD as a social & discursive construct : exploring the significance of culture in HRD discourse","year":2001,"lang":"en","type":"other","venue":"Queen Margaret University Publications Repository (Queen Margaret University)","topic":"Thermography and Photoacoustic Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rigour; Construct (python library); Physical culture; Social constructionism; Dualism; Organizational culture; Pace; Identity (music)","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":[0.0001407395,0.0006294128,0.0006899773,0.001778793,0.0004470377,0.00008417218,0.00166682,0.0006420474,0.0006777911],"category_scores_gemma":[0.00002830299,0.0006698125,0.0003934118,0.002503706,0.0009021108,0.0005392564,0.0002637997,0.000998446,0.000009878828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007298937,"about_ca_system_score_gemma":0.0002908788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00454987,"about_ca_topic_score_gemma":0.001085359,"domain_scores_codex":[0.9975334,0.000367418,0.0003709488,0.0007076798,0.000442969,0.0005775981],"domain_scores_gemma":[0.9979747,0.000138008,0.0004248087,0.001025988,0.0002303645,0.0002061343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002974319,0.0005232336,0.01541774,0.0008188005,0.002259125,0.000685624,0.009619381,0.0004408597,0.001421707,0.1138231,0.8513227,0.003370335],"study_design_scores_gemma":[0.0006170847,0.00004804939,0.002764971,0.0002853647,0.0003800117,0.00002006249,0.008907061,0.00002075502,0.0002795437,0.0001519694,0.9856446,0.0008804912],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006830683,0.000139126,0.008412246,0.0007717923,0.000568762,0.002020427,0.002573929,0.001885025,0.976798],"genre_scores_gemma":[0.1593763,0.001593242,0.001190941,0.00003234592,0.0004231475,0.00002539965,0.0007968572,0.0005085908,0.8360531],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1525456,"threshold_uncertainty_score":0.9995753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01164300563486789,"score_gpt":0.2065739765386095,"score_spread":0.1949309709037416,"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."}}