{"id":"W4390863696","doi":"10.1080/17525098.2023.2296412","title":"Practice research’s challenges and opportunities across project conceptualisation, implementation, and dissemination: a Singaporean case study","year":2024,"lang":"en","type":"article","venue":"China Journal of Social Work","topic":"Social Work Education and Practice","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Reach Technologies (Canada)","funders":"","keywords":"Agency (philosophy); Exploratory research; Work (physics); Public relations; Qualitative research; Sociology; Structure and agency; Practice research; Best practice; Knowledge management; Political science; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.009734996,0.00009990402,0.0001725801,0.0001419581,0.00383683,0.0007514934,0.0001025228,0.00007904448,0.0001670095],"category_scores_gemma":[0.002179886,0.000094925,0.00004060115,0.000818191,0.0006131285,0.001300711,0.00004522166,0.0004545067,0.000002581634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001523008,"about_ca_system_score_gemma":0.0006165408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003055841,"about_ca_topic_score_gemma":0.0004929701,"domain_scores_codex":[0.9964893,0.002065051,0.0003771212,0.0001662897,0.0006549952,0.0002472074],"domain_scores_gemma":[0.99586,0.002900292,0.0002842389,0.00005425328,0.0007742148,0.0001269914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003038819,0.00009568333,0.0003108178,0.00001705519,0.0000776031,0.0004378443,0.7892398,2.280776e-8,5.505092e-7,0.05147534,0.01200526,0.1463097],"study_design_scores_gemma":[0.0001311081,0.0001041165,0.00383303,0.00003530742,0.00005406969,0.0002493649,0.7285483,1.463617e-7,5.690972e-7,0.001400356,0.2655707,0.00007289597],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7897237,0.01853434,0.00001425428,0.1796081,0.000899573,0.0005858358,0.000007657381,0.00004044258,0.01058613],"genre_scores_gemma":[0.9931315,0.004032614,0.00009783556,0.00008510907,0.001161223,0.00001590758,0.000001724131,0.00001449105,0.001459594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2535655,"threshold_uncertainty_score":0.9974601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2736358523275292,"score_gpt":0.5573836451324334,"score_spread":0.2837477928049042,"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."}}