{"id":"W4416915738","doi":"10.20935/mhealthwellb8021","title":"The Archway program: a qualitative exploration of a support program for first-year University students during COVID-19","year":2025,"lang":"en","type":"article","venue":"Academia Mental Health and Well-Being","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Calgary; Brock University","funders":"","keywords":"Thematic analysis; Nonprobability sampling; Mentorship; Qualitative research; Program evaluation; Semi-structured interview; Qualitative analysis","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":[],"consensus_categories":[],"category_scores_codex":[0.00821445,0.0004798588,0.0005559606,0.001070593,0.009270273,0.004072705,0.002219466,0.001412259,0.005085769],"category_scores_gemma":[0.01041028,0.0004223697,0.000413886,0.001067733,0.005761964,0.002377701,0.007981744,0.00289182,0.0003555674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005592067,"about_ca_system_score_gemma":0.009178595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007552497,"about_ca_topic_score_gemma":0.02567482,"domain_scores_codex":[0.9937218,0.004360646,0.0001196501,0.000216791,0.0003249822,0.001256204],"domain_scores_gemma":[0.9909502,0.004512672,0.0007284775,0.0003092878,0.0006557116,0.002843617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001060378,0.0002477523,0.006995605,0.0002202808,0.000006538966,0.0009017932,0.9740437,0.00007361243,0.0006134366,0.00124466,0.001863783,0.01368288],"study_design_scores_gemma":[0.000006485349,0.0001547647,0.003377788,0.0001207141,0.000002905372,0.0001180725,0.9890549,0.00004656515,0.000241747,0.0001213881,0.006744626,0.00001001441],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916916,0.0002366702,0.00109245,0.001862884,0.00008852324,0.000298317,0.0001703885,0.00002490164,0.004534342],"genre_scores_gemma":[0.995116,0.0002694573,0.0008745965,0.0004811191,0.00002518212,0.0003415681,0.00005771572,0.00001859046,0.002815839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009270273,"threshold_uncertainty_score":0.04344267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05977748757057362,"score_gpt":0.4782925541262369,"score_spread":0.4185150665556633,"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."}}