{"id":"W3174520073","doi":"10.5539/ies.v14n7p59","title":"Needs Assessment to Develop Online Counseling Program","year":2021,"lang":"en","type":"article","venue":"International Education Studies","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mahasarakham University","keywords":"Medical education; Psychology; Stratified sampling; Needs assessment; Test (biology); Mental health; Computer science; Medicine; Statistics; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.00244116,0.0002641998,0.0002743027,0.001188003,0.0005698816,0.0004531967,0.000554546,0.0002245193,0.008786136],"category_scores_gemma":[0.007020832,0.0001410102,0.0004450761,0.0004730232,0.0001152486,0.0004977026,0.0007118532,0.0005608321,0.001270166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008479628,"about_ca_system_score_gemma":0.00276228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001034888,"about_ca_topic_score_gemma":0.002117663,"domain_scores_codex":[0.9988042,0.0003671521,0.0001321332,0.00006802799,0.0004657336,0.0001626224],"domain_scores_gemma":[0.9967681,0.0007066293,0.0004327744,0.0001247431,0.001397812,0.0005699425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003447132,0.007475799,0.1495477,0.000677723,0.00003574948,0.0002378711,0.01116469,0.001362359,0.008015564,0.001651037,0.0197792,0.7997076],"study_design_scores_gemma":[0.0002563035,0.006289123,0.865644,0.0005272164,0.00006541429,0.0005985607,0.02082558,0.01109884,0.009986873,0.002545517,0.08204054,0.0001220495],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.944823,0.00008442008,0.01542167,0.001255665,0.00007634498,0.01425495,0.001090367,0.0004190717,0.02257458],"genre_scores_gemma":[0.8380021,0.0004201482,0.1320984,0.0003735478,0.00004695119,0.01340903,0.002159768,0.00004096199,0.01344913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008786136,"threshold_uncertainty_score":0.0293926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1373659435921028,"score_gpt":0.5732709497289328,"score_spread":0.4359050061368299,"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."}}