{"id":"W3169567743","doi":"10.3390/pharmacy9020109","title":"Developing Grit, Motivation, and Resilience: To Give Up on Giving In","year":2021,"lang":"en","type":"article","venue":"Pharmacy","topic":"Grit, Self-Efficacy, and Motivation","field":"Psychology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Grit; Burnout; Mental health; Psychology; Autonomy; Workforce; Resilience (materials science); Psychological resilience; Health care; Applied psychology; Social psychology; Political science; Clinical psychology; Psychotherapist","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002031565,0.000106019,0.0001165282,0.0001464945,0.00008368651,0.00003092954,0.00008426567,0.0000320235,0.0002816824],"category_scores_gemma":[0.0004119087,0.0001142735,0.00001720279,0.0004393975,0.00001687685,0.0001076446,0.00004700811,0.0001622034,0.0001050088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006852442,"about_ca_system_score_gemma":0.00006113915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001211433,"about_ca_topic_score_gemma":0.00004009894,"domain_scores_codex":[0.9989579,0.0001167775,0.0002077055,0.0003569452,0.0001248765,0.0002358064],"domain_scores_gemma":[0.9993981,0.0002565797,0.00004228413,0.0001434331,0.00008651117,0.00007314169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003205499,0.0006585789,0.6530479,0.0001092241,0.00008639872,0.0001860038,0.04973723,0.0002004155,0.02574275,0.03808124,0.02776899,0.2040608],"study_design_scores_gemma":[0.00162685,0.00002317756,0.9303308,0.00008252153,0.000005451034,0.00001245359,0.0009990048,0.00003397149,0.01029196,0.0005534872,0.05585907,0.0001812868],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876776,0.0001441386,0.001255529,0.003954774,0.0008182976,0.0002114904,0.000003073,0.00004541893,0.005889655],"genre_scores_gemma":[0.9945531,0.00004540065,0.0005823991,0.002371241,0.0001569281,0.00002883744,0.00001035976,0.00001403594,0.002237692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2772829,"threshold_uncertainty_score":0.4659938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08089383443574466,"score_gpt":0.3941296498128743,"score_spread":0.3132358153771296,"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."}}