{"id":"W2962693645","doi":"10.46743/2160-3715/2019.4027","title":"A Practical Resource for the Social Sciences: A Book Review of Bruce Friedman’s The Research Toolkit - Problem Solving Processes for the Social Sciences","year":2019,"lang":"en","type":"review","venue":"The Qualitative Report","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Relevance (law); Resource (disambiguation); Reading (process); Sociology; Qualitative research; Social research; Process (computing); Engineering ethics; Computer science; Social science","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":[0.003369496,0.0009171518,0.001605954,0.005388085,0.001273644,0.003899193,0.0009817297,0.001772583,0.006320974],"category_scores_gemma":[0.009577281,0.0007846319,0.0007206482,0.009550612,0.002886151,0.005677437,0.001809438,0.005595486,0.004144127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002827279,"about_ca_system_score_gemma":0.006033356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005418935,"about_ca_topic_score_gemma":0.01508128,"domain_scores_codex":[0.9975191,0.0008981062,0.0002186402,0.0001615555,0.001136387,0.00006622462],"domain_scores_gemma":[0.992334,0.005768279,0.0003499667,0.0001101412,0.001251257,0.0001864717],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001718945,0.00003542921,0.00006816704,0.005924696,0.00002983012,0.00006708621,0.0007116194,0.0002432114,0.0002187468,0.0265492,0.7308719,0.2352629],"study_design_scores_gemma":[0.000004033708,0.000012673,0.000134854,0.005131091,0.000008021084,0.0001400746,0.0001448337,0.00003701883,0.0000340987,0.005657091,0.9886851,0.00001111514],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001096058,0.9661561,0.001552906,0.01673945,0.006021244,0.0000553039,0.00007430472,0.00002942661,0.009261608],"genre_scores_gemma":[0.00115373,0.9613774,0.005019846,0.01237663,0.003885462,0.0001911425,0.0001480742,0.00007305476,0.01577471],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9966305,"threshold_uncertainty_score":0.02114582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8713281137429856,"score_gpt":0.7210224324659041,"score_spread":0.1503056812770814,"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."}}