{"id":"W7010659652","doi":"","title":"Integration of multiple approaches into the social lab practice: A case study from a social and public innovation lab in new Brunswick, Canada","year":2018,"lang":"en","type":"other","venue":"OCAD University Open Research Repository (OCAD University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Citizen journalism; Population; Workforce; Public policy; Immigration; Baby boomers; Variety (cybernetics); Population ageing","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","sts"],"consensus_categories":[],"category_scores_codex":[0.002229135,0.000507325,0.0007588777,0.002946442,0.002318917,0.0004514756,0.002177026,0.000671989,0.00001438978],"category_scores_gemma":[0.000613794,0.0005430774,0.00008560491,0.006920523,0.001380283,0.001584154,0.001790718,0.001600325,0.00002086453],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.00419097,"about_ca_system_score_gemma":0.01966582,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9919655,"about_ca_topic_score_gemma":0.9963812,"domain_scores_codex":[0.9908217,0.005277379,0.0004295648,0.001189323,0.001576039,0.0007059873],"domain_scores_gemma":[0.9960642,0.0006290152,0.0009909165,0.0007313037,0.001343018,0.0002414955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002466651,0.001360969,0.02226645,0.00007986221,0.001311965,0.009034486,0.03810056,0.000001630915,0.000537532,0.8150517,0.1076504,0.002137776],"study_design_scores_gemma":[0.004968782,0.0002838787,0.005153179,0.0001147681,0.0002597526,0.00006004892,0.3639633,0.0001240067,0.0000541563,0.00001751881,0.6244233,0.000577307],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.389383,0.00004308596,0.00005334795,0.00073576,0.0001222035,0.002594338,0.0001122678,0.00006463071,0.6068913],"genre_scores_gemma":[0.4771167,0.00001646492,0.0004520849,0.00001572299,0.0003363855,0.000001070096,0.0001532669,0.0002058259,0.5217025],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8150342,"threshold_uncertainty_score":0.9997021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.153043216881902,"score_gpt":0.3407003997336753,"score_spread":0.1876571828517734,"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."}}