{"id":"W4393060076","doi":"10.29173/cjfy29985","title":"Researching Human Action in Saudi Arabia: Adapting and Using the Qualitative Action-project Method","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Family and Youth / Le Journal Canadien de Famille et de la Jeunesse","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; University of British Columbia","funders":"Deanship of Scientific Research, King Saud University; King Saud University","keywords":"Action (physics); Action research; Computer science; Psychology; Mathematics education; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.06241088,0.0009654096,0.0005816932,0.003083004,0.006415111,0.004512418,0.002117442,0.001380435,0.00165286],"category_scores_gemma":[0.02922654,0.0005890766,0.0006350242,0.002686665,0.007281301,0.002662139,0.005803289,0.001684397,0.0002387966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006155418,"about_ca_system_score_gemma":0.01383588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0122313,"about_ca_topic_score_gemma":0.02148274,"domain_scores_codex":[0.9466852,0.04742993,0.001574083,0.001061826,0.001998998,0.001250024],"domain_scores_gemma":[0.9605929,0.02790358,0.001968202,0.00307335,0.005206738,0.001255228],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001333133,0.0003394951,0.00583272,0.001033843,0.00003391524,0.0005717246,0.855387,0.0009165717,0.003529937,0.01365059,0.001307132,0.1172637],"study_design_scores_gemma":[0.0001343115,0.000408373,0.005219351,0.001628195,0.00006657332,0.0004720821,0.9240924,0.002188238,0.004031575,0.0104072,0.05126313,0.00008858806],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7070357,0.00261303,0.2297721,0.007148618,0.0003474366,0.02877202,0.0007021622,0.0002060201,0.023403],"genre_scores_gemma":[0.7312291,0.002023247,0.2396953,0.001520991,0.00004354383,0.02165342,0.0002063343,0.00005338349,0.00357465],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9375891,"threshold_uncertainty_score":0.3300642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1598339414129237,"score_gpt":0.4561745617329498,"score_spread":0.2963406203200262,"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."}}