{"id":"W4312059715","doi":"10.1108/arch-03-2022-0067","title":"Live projects: a mixed-methods exploration of existing scholarship","year":2022,"lang":"en","type":"article","venue":"International Journal of Architectural Research Archnet-IJAR","topic":"Innovations in Concrete and Construction Materials","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"American Society for Engineering Education","keywords":"Scholarship; Relevance (law); Citation; Systematic review; Community engagement; Sociology; Management science; Public relations; Computer science; Political science; Engineering; Library science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1135723,0.001013119,0.002213255,0.01904914,0.006231979,0.01127106,0.003974561,0.002512963,0.009223094],"category_scores_gemma":[0.1211783,0.0009928998,0.001606532,0.01541699,0.007001554,0.008489188,0.01087449,0.002497791,0.001290468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007869623,"about_ca_system_score_gemma":0.01904979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001973064,"about_ca_topic_score_gemma":0.005042002,"domain_scores_codex":[0.8883504,0.08784457,0.007179642,0.005172777,0.009153533,0.002298984],"domain_scores_gemma":[0.7916051,0.1746523,0.007984925,0.008881104,0.01482927,0.002047378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004665129,0.0007771009,0.01033239,0.02718978,0.0002683322,0.001762992,0.628055,0.000749102,0.002236115,0.0506666,0.00601494,0.2714812],"study_design_scores_gemma":[0.0002915924,0.001136463,0.008275516,0.03218784,0.000296378,0.0009529454,0.7568859,0.001610575,0.00227616,0.04059064,0.1553502,0.0001456901],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5231691,0.05068276,0.2543219,0.01378327,0.001689826,0.1002291,0.005975912,0.0007828955,0.04936526],"genre_scores_gemma":[0.4879859,0.01723574,0.3204799,0.004325373,0.0004178825,0.1576184,0.001978837,0.0004892853,0.009468585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1135723,"threshold_uncertainty_score":0.6006349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1754690996440607,"score_gpt":0.4493719569386579,"score_spread":0.2739028572945972,"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."}}